{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TimeSynth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Get latest version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "!pip uninstall timesynth --yes\n",
    "!pip install git+https://github.com/TimeSynth/TimeSynth.git"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import timesynth as ts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Harmonic Signals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing TimeSampler\n",
    "time_sampler = ts.TimeSampler(stop_time=20)\n",
    "# Sampling irregular time samples\n",
    "irregular_time_samples = time_sampler.sample_irregular_time(num_points=500, keep_percentage=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing Sinusoidal signal\n",
    "sinusoid = ts.signals.Sinusoidal(frequency=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing Gaussian noise\n",
    "white_noise = ts.noise.GaussianNoise(std=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing TimeSeries class with the signal and noise objects\n",
    "timeseries = ts.TimeSeries(sinusoid, noise_generator=white_noise)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sampling using the irregular time samples\n",
    "samples, signals, errors = timeseries.sample(irregular_time_samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 395
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the series\n",
    "plt.plot(irregular_time_samples, samples, marker='o', markersize=4)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Magnitude')\n",
    "plt.title('Irregularly sampled sinusoid with noise');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Harmonic Signals with Red noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing Gaussian noise\n",
    "red_noise = ts.noise.RedNoise(std=0.5, tau=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing TimeSeries class with the signal and noise objects\n",
    "timeseries_corr = ts.TimeSeries(sinusoid, noise_generator=red_noise)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sampling using the irregular time samples\n",
    "samples_corr, signals_corr, errors_corr = timeseries_corr.sample(irregular_time_samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Irregularly sampled sinusoid with red noise')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 395
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the series\n",
    "plt.plot(irregular_time_samples, samples_corr, marker='o')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Magnitude')\n",
    "plt.title('Irregularly sampled sinusoid with red noise')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Y8x+JiIjIHgYXRAQAGI4ILvqZuSAiIiKbGFwQEQBgKKKAu5+ZCyIiIrKJwQURAWDmgoiIiJLH4IKIALCgm4iIiJLH4IKIAEzMXLCgm4iIiOxicEFEACYGF8xcEBERkV0MLogIwMSC7udbO9HS0ZOmvSEiIiI/Kkj3DhBR+m1tOYaACr/t2ZbjeLblOJbWVWPN8gVoqq9Jz84RERGRbzBzQZTjNu04gL94aEfM+19qP4nVG7bj4R0HU7hXRERE5EcMLohyWHNbJ25/dNeErEWkgAJue/QNNLd1pmbHiIiIyJcYXBDlsHVbWhMGFqaAAu7f0urtDhEREZGvMbggylEtHT14qf2krcdsbz/JIm8iIiKKicEFUY5yusSJS6OIiIgoFgYXRDmqd9DZkDynjyMiIqLsx+CCKEdNKnHWidrp44iIiCj7MbggylFO51Zw3gURERHFwuCCKEc11FZgaV21rcc01lWjobbCoz0iIiIiv2NwQZTD1ixfgDyxtm2eALcsX+DtDhEREZGvMbggymFN9TW4a+V5SBRf5Alw98rzuSSKiIiI4mJlJlGOW7VkDto7+/Cvz+2Len9jXTVuWb6AgQURERElxOCCiDB3annU2zfetBQfXDAtxXtDREREfsVlUUSE4dFA1NtnTC5J8Z4QERGRnzG4ICIMjY5Fvb1/OPrtRERERNEwuCCimJmLvmFO4yYiIiLrGFwQEYZiBBcDzFwQERGRDQwuiChO5oLBBREREVnH4IKI4mQuuCyKiIiIrGNwQURhwUVh/vhIPRZ0ExERkR0MLogobFlUZWlR6GsGF0RERGQHgwsiCmtFW1VWGPq6n8uiiIiIyAYGF0QUlrmoKhvPXPQNMXNBRERE1jG4IKKwmospWuaCrWiJiIjIDgYXRBQ7c8FlUURERGQDgwsiwvCYlrkoZ+aCiIiInGFwQURhBd1TSpm5ICIiImcYXBBRxLIoZi6IiIjIGQYXRBRR0K1nLhhcEBERkXUMLoiImQsiIiJyBYMLIgrLXFSV6xO6WXNBRERE1jG4IKKwzIU+54LLooiIiMgOBhdEFNYtanJJIUSMr4dHAxjV2tQSERERxcPggijHBQIKI2Mq9H1xQR7KCvND3/ePMHtBRERE1jC4IMpx+gC9ooI8iAhKiwpCt7Gom4iIiKxicEGU4/Ri7uJ845BQXjyeuegbYlE3ERERWcPggijH6cXcxYXGIaFUXxbFzAURERFZxOCCKMfpxdxFoczF+LIoBhdERERkFYMLohynZy6KCoxDQr+2FOr7T+3B5reOpny/iIiIyH8KEm9CRNlMr7noHRzFed/6HXoGx4OLne924S837kRFSQG+emU9br58fjp2k4iIiHyAmQuiHKdnLjr7hsMCC13P4CjuenIP/v7Xr6dq14iIiMhnGFwQ5bhhm0Pyfr3zPax/bq9He0NERER+xuCCKMcNjdifwP0vz7R5sCdERETkdwwuiHLci/s6bT+mZ3CURd5EREQ0Qc4GFyIyS0T+XUQOi8iQiOwXkftEpMri48tF5LMi8p8iskdE+kSkR0ReFpGviUiR1/8GIjc832Y/uACAn23l0igiIiIKl5PBhYjMB7ATwI0AXgJwL4B9ANYA2CYiUy08zQcB/BLAhwG8CeABAP8PwEwAPwTwjIiUuL/3RO5yOsfijUPdeKi5HS0dPS7vEREREflVrrai/QmA6QBuUUo9YN4oIj8CcCuA7wH4UoLnOArgBgC/VkoNa89RAeBZAJcC+AqAe1zdcyKXmYPz7BoaDWDt47sBAEvrqrFm+QI01de4uWtERETkMzmXuRCRswCsALAfwI8j7r4TQB+A1SJSHu95lFKvKaV+pQcWwdt7MB5QXOHGPhN56bxZlUk/x0vtJ7F6w3Y8vOOgC3tEREREfpVzwQWAq4KfNyulwtrkBAODZgBlAN6fxGuMBD9HHxhAlEHqp1e48jwBBdz26BtodljDQURERP6Xi8uiFgY/t8S4vxVGZqMBwBaHr/H54OenrGwsIjtj3LXI4esTWTY06qzmIpqAAu7f0srlUURERDkqFzMX5hqQ0zHuN2+f4uTJReSrAK4B8BqAf3fyHESppE/odsP29pMs8iYiIspRuZi5SESCn5XtB4qsBHAfjGLv65RSIwkeYryQUhfHeL6dAC6yux9Edgy5HFwAQHNbJxpq3VluRURERP6Ri5kLMzMRq4p1csR2lojIJwD8F4BjAK5QSu1ztntEqaVnLiTOdnb0DrLciIiIKBflYnDxTvBzQ4z7FwQ/x6rJmEBEPg3g1wA6AFyulHonwUOIMoZec/HxC85EngsRxqQSJkWJiIhyUS6eATwT/LxCRPL0jlHBGRVNAAYAvGjlyUTkMwB+AeAQgCuZschOLR09aG7rRO/gKCaVFKCpviZrlv3omYtlZ03F9ZfMxv1bWrG9/aTj52RBNxERUW7KueBCKbVXRDbD6Aj1FRiTtU1rAZQDWK+U6jNvFJFFwcfu0Z9LRD4Ho2j7XRiBxbse7z6lWHNbJ9ZtacVLUU60s2VwnB5cFBfmoam+Bk31NaGA6ge/e8fWFO/GuuqsCbyIiIjInpwLLoK+DOAFAPeLyHIAbwNoBHAljOVQ34zY/u3g59CCERG5EkZgkQcjG3KjyIT1JKeUUve5vveUEpt2HMDtj+5CIEZpvzk47u6V5+P6JbNTu3Mu0gu6i/LzQ1831FagobYCm986im37rGUx8gS4ZfmCxBsSERFRVsrJ4CKYvbgEwLdhtI39KIAjAO4HsFYpZeVMai7Ga1Y+H2Obd2F0jyKfaW7rjBtYmMzBcTOrSn2bwdAzF0UF4WVYzW2deNHG8qibPlDn258DERERJS8ngwsAUEodBHCjxW0npCSUUj8H8HN394oyxbotrQkDC5PfB8fpmYviiOBi3ZZWKBtNmd94z1aTtZBsrmkhIiLKJTkbXBDF0tLRE7XGIh5zcJwfT4hjZS68/jm0dPTggT+0YmtLJ04PTBwJky01LURERLkkF1vREsW1cZuzuvzmtk6X9yQ19Fa0eubC6b8n0eOa2zrx4fu2YsW9W/H460eiBhbAeE3LwzsOOtoPIiIiSj1mLog0m3YcwC9fdBZc+HVw3FCMzIXTf0+8x23acQC3PbILVldaZUNNCxERUS5h5oIoyCzitlFiEMavg+OGx6LXXBzrGXL0fLF+Ds1tnbYCC5NZ00JERESZj8EFUZCdIu5o/HplfWhEDy7GW9G+erDL0fPF+jms29LqOHAzazmIiIgoszG4IIKz4mWdnwfH6ZkLc1lUS0cP3jzUbfu5zp9VGfXnkOzPF/BvTQsREVEuYXBBhOROXP0+OG5oZGJBt9Ofx/tmVUa93Y3AwK81LURERLmEwQURnJ+4CoC7V57v2yVRQPTMhdOfx6Ti6PUW+0/0OXq+sOf2aU0LERFRLuG7NRGcn7je8P45uH7JbJf3JnWUUuHdovKN4MLpz+NkX3hb2ea2Tqzb0pr0kijAvzUtREREuYTBBRGcn7iuXjbP3R1JsdGACk3gzs8TFASDC6c/j1EtC7JpxwHc/uiupIrkTX6uaSEiIsolXBZFBKChtgJL66ptPSYbTnijZS0AZz8PAGg73gtgvK2vG4GF32taiIiIcgmDC6KgNcsXIE+sbZstJ7zDWnBRXBh+OLDz8zC9ebgbfUOjSbf1NYn4v6aFiIgolzC4IApqqq/BXSvPs3RCnS0nvMMxMheA9Z9HngAzJpcAAMYCCk+8cdiVGotpk4rwy5safV3TQkRElGsYXBBpVi2Zgy9fUR93m/NnVWbNCe/QqNaGtnDi4WDVkjnYeFMjGmMskWqsq8bGmxrxocXTQ7f9766jruzb0rOmZkUAR0RElEtY0E0UYUCb+/CBBVPROG8qOvuG8B8vvAsAKCnMj/VQ34mXuTA11degqb4GLR09aG7rRO/gKCaVFKCpviZUc9LZO4RfvngAAPD6wVOO9mXpvCp8/oN1+NLGVwAAf2w5jtGxQKjInIiIiDIfgwuiCK9pJ8efW1aHqxfX4vWDp0LBxaAWfPidXtBdXBA/aGqorYhZwC7a0qlTAyNRt0nkI+edgQ8vnoEZk0twtHsQ3YOjePXgKSyZZ7+wnIiIMle8i1XkfwwuiDQjYwG8eeh06PsLZk8BAJQWjZ949w9nZ3BhDtCzy2w5m6ym+hqICK5YOA3/teMgAGDdlhbMr5mEju5B1FaWYN7Ucr4JERH5VLzZR0vrqrFm+QIuh80CDC6INHuO9IROuGdOKcW0imIAQKm2FGogq4KL8X+Lk+DCrZazeltfszgcAJ5vPYHnW09M2J5vQkRE/pJo9tFL7SexesN23L3y/Kypa8xVXMxMpHntYFfo6wvmTAl9rWcusmlZVFgrWgfBhRstZ/W2vpt2HMD9f2hN+BjzTejhYIaDiIgyl9ULUQEF3PboG2hu60zNjpEnGFwQaV7V6i0unK0FF4XZuSwqmeCipaMn6ZazedocC7tZEL4JERH5g50LUQEF3L8l8UUmylwMLog0ejH3BVpwoXeIGhgZg1IuTIjLAHYKuiMle1JvtrE1099OsiB8EyIiymxOLkRtbz+Jlo4ej/aIvMaaC6Kg0/0j2He8DwBQkCc4d2Zl6L78PEFxQV7oZHxoNJAVLWmHkyjo7h0cdfSaC2sr8MBnLgwryk4mC2K+CbHIm4go8zi9ENXc1snjuk8xc0EU9Pp741mLRWdUTAge9LqLbCnqHrIw5yKWSSXOrk20dPTgeM9Q2G3JZkG4NIqIKDM5vRDl9HGUfgwuiIJej7EkyhRWd5ElRd3DCSZ0x+O0U5PCxKVMyb6J8E2IiCgzOb0Q5fRxlH4MLoiCwustqibcz8xFuIbaCiytczbgLnI9bbJvInwTIiLKTE4vRLHVuH8xuCACoJSKWcxt0jMX2dKONqxblM3MBQCsWb4AknizqDZu2x/6Otk3Eb4JERFlJicXovTZR+Q/DC6IALzXNYATfcMAgIqSApxVUz5hm2xsRzs8pmcu7BeoN9XX4OrFtY5e+5cvHgjNqUgmC8I3ISKizLZm+QLk2bgSddWi6d7tDHmOwQURwudbXDB7CvKiHAXDlkVlSeZiKMnMBQAsmz/V0eMUwudU2H3zAcIH8BERUWZqqq/BXSvPs3yM//5Tezgk1ccYXBABeO1A/CVRQHjmIltqLoaTqLkwJbMkSZ9TYffNRx/AR0REmW3Vkjn4+jWLLG3LIan+xuCCCMBrB7tCX8cMLsIyF9nRnWhI6xZld86FKZklTUB4cfeqJXOw8aZGNCZ4vsgBfERElPm27DlmeVsOSfUvtlihnDc8GsCbh7tD31vLXASibuM34RO6nV9rWLN8AW54cDuczi3XhyU11degqb4GLR09aG7rxIbn2/Fe1wAAYNUls3HTB+tYY0FE5DPJTOrmMd9fmLmgnNbS0YMf/G5PaHnQjMnFmDqpOOq22V5z4TRzARgBwbwoRfBWRZtT0VBbgRub6nDhnPG2wJfWT+WbDBGRDyUzqZv8hZkLyknNbZ1Yt6V1wlWUo91DuH79NqxZvmDCWv7wzEV2LIsKa0VbYL9blKmlowftnX2OHx9vTkWpVmieLV26iIhyDSd15w5mLijnbNpxAKs3bI+Znn2p/SRWb9g+oVNFWHCRJZmLYZeWRSV7ZSleUXZZ0XjgkS2F9EREuYaTunMHgwvKKc1tnbjt0V0IJCgOiNapInxCd7bUXCRf0A0kd2Up0ZyKkiwM6oiIcg0ndecOBheUU+547E0oi1XHkZ0qsrFblFuZC6dXlgSJ51SUFWVfC2AiolzDSd25g8EF5YxNOw7YrgvQ26Rm45wLNwu6nbj16oaEj83G5WhERLlojY2hp1YuPlFmYnBBOePHz+x19DhzaVQ2nuS6VdDt5IrUohkVlt449IwRC7qJiPyrqb4Gc6pLLW9/KNiGnPyFwQXlhJaOHhw42e/osWY9QfiyqGypuXAncwEYV6TsTNf+x48ttrTt6f6R0NdvHTodyiQREZG/tHT04ETvsKVtFTil268YXFBOSObgZNYTZH8r2uQOB031Nbhr5XkJA4w8Ae5eeX7C5VDNbZ24fv02/GDzO6Hb3jh0Givu3Yrr12/jGw4RkU80t3UFrxZZAAAgAElEQVTi2geex4p7t6LPRgaaU7r9icEF5YRkuhmZJ8HZOERveMy9zAUArFoyBxtvakRjjCVSjXXV2HhTI65fMjvu8zhtF0xERJnle/+zG599cDt2HTrt6PF67SP5A5sHU05w2s1o7tSyUKeKbOxaNDTiTitaXVN9DZrqa9DS0YPmtk70Do5iUkkBmuprLHX9aG7rxO022gXPrCplq0Iiogz0vf/ZjZ/9sT3p52lu62TXKB9hcEE5wenJ55evmB/6uiQLu0XpmYtkl0VFaqitcPRmsG5La8LAwmSmzBlcEBFllua2TlcCC4BTuv2Gy6IoJzjpZlRXU45VS+aEvs+2blGBgMLI2PhZfFF++g8HLR09MZdCxcKUORFR5rnrybddey5O6faX9J9NEKWInW5GAuC7nzg37LZsq7mIrLcQsfjD8ZDTIm0WdxMRZY6Wjh68eajbtedjdtpfGFxQzrDTzej7103sZlSizYEYHAkgYHXtToYa0trpFmdA1gJwnvpmypyIKHO4ecGHU7r9h3kmyimrlszBrKoy3L+lFdujLL9prKvGLcsXRL1KkpcnKCnMw2DwpHxwdAxlRf79ExoaG8++FBdmRnDhNPXNlDkRUeZw64JPnnBKtx/xHZlyjtnN6JM/fh6vHjRa493QOAd/fum8hFdHSgvzQ8HFwLC/gwt9xkUm1FsAzlPfTJkTEWUONy74WJ2JRJknM84oiNIgL2/81/9PL5xpKe2qBxP9Pu8Y5eZ0brc4KbxnypyIKLMkGxBYnYlEmSkzziiI0kBvJ6t3goqnRFs+NOjzou7w6dzW/v2pYKfwnilzIqLM4+RCkemKhdOw6eZlzFj4GIMLyll6cFBiMbjIpo5RrR29oa+7B0cypp2rncJ7psyJiDKTnQtFOjbo8D8GF5SzBsKCC2t/CnqGw6/LoprbOnH9+m245b9eDd125PQgVty7Fdev35YRbV1XLZmDjTc1ojHGlS+mzImIMpvVC0UAsEo7lh8+NeDhXlEq+LcalShJeubC6rKoUq3mwo+Zi007DuD2R3fFnID9UvtJrN6wHXevPD/tJ+5m4X1LRw/+7N9exIm+YQDAhs9dguVn16Z134iIKLFEHRrPmzkZt33kbFwyrwoPv3wQSgFHuwcxOhZAQYY0GiH7GFxQztKDA325Uzyles2FzzIXzW2dcQMLU0ABtz36BmZWlWbEkqOG2gpMqygOBRdnVJameY+IiMgq80LRg3/ch+/+jzG1e9GMCtz/ZxeGNeOYNqkYx3qGEFBAR88QZk7hsd6vGFxQxmnp6EFzWyd6B0cxqaQATfU1rncDCgRUqKUsED4gLx49w+G3zMW6La0JAwtTQAH3b2nNiOACCK+JGRz118+diIiAqrKi0NdnnzF5wvv6mVNKcaxnCICxNIrBhX8xuKCM0dzWiXVbWvFSlNTp0rpqrIkx3M6JobBOSXnIs1h1VurTVrQtHT1Rf67xbG8/iZaOnoxo81qstcrVJ4sTEZE/9CdYLTBzSileO3gKAOsu/I7BBWWEVNcCOOkUBYRnLvzUitZpkXZzW2dmBBfMXBAROZKK1QBWDAyPd4Eqi/K+e+aUktDXhxhc+FrOBhciMgvAtwFcA2AqgCMAHgOwVinVZfE5rg4+/gIAFwKoAtCslPqAJzudpdJRCzDgoJgbAEqLxq+gD/goc+G0tV+mtAQsYeaCiMiWVK4GsGJgePzYHS1zodfTMXPhbzlZii8i8wHsBHAjgJcA3AtgH4A1ALaJyFSLT/UVAH8L4FIAhzzY1ZzgpBYgWU6KuYGICd0+ylxMKnF2HcHp49ymZy6GmLkgIopr044DWL1he8zlsOZqgId3HEzZPvWPjF+siva+e+YUPbgYTMk+kTdyMrgA8BMA0wHcopT6hFLqNqXUVTCCjIUAvmfxeb4P4FwAkwBc68meZrlkagGSsedId+jr/uFRy8+nL6HyU+bC6dWpjCnoZuaCiMgSu6sBUjXbSH/PjLYsauYUZi6yRc4FFyJyFoAVAPYD+HHE3XcC6AOwWkTKEz2XUmqbUuotpZR/zjIzTDK1AE4fd/36bfjKf44PkOvoHrI8QM6vNRcNtRVYGmMgXSyNddUZUW8BAMV6C2BmLoiIYkrHagAr9CYo0TMXrLnIFjkXXAC4Kvh5s1Iq7BKoUqoHQDOAMgDvT/WO5aJU1gK4kSbWay781C0KANYsXwCx1hQLeQLcsnyBtztkg94qmJkLIqLo0rUawIrw5cgTl9xWlxeFOgP2DI6ie3DE830ib2TGgurUWhj83BLj/lYYmY0GAFtSsUMisjPGXYtS8fp2udl5IlW1AG4VjZcW+ndC93td/YCFq1kC4O6V52fMkiggInPhs587EVGqZHJnwETLokQEM6eUYl9nHwDgyKlBTJ5R6Ok+kTdyMbioDH4+HeN+8/YpKdgXX/Gi80SqagHcGiCnp3L9dJJrBlcWfwSYWZVZw4uK9czFKDMXRETRZHJnwP7h+AXdgFHUbQYXh08NYOEMdwOeTGnLm+1yMbhIxFw4YvU8LGlKqYuj7oiR0bgoVfsRj1dzKMxaADtpXLu1AG4OkNNrLvy0LMpOcKWQWdO5AaBEy1ywWxQRUXSZ3BlwYCR+K1rAu7qLTGvLm+1ysebCzExUxrh/csR2Oc/rzhNrli+AxQHZjmoB3CwaLyvyX7eoTF6Da5WeuRhkzQURUVSZ3BkwbIhenMyFya2OUZnYljfb5WJw8U7wc0OM+80z11g1GTnH684TTfU1uGvleQkDjDxxVgvgZpq4xIfdolLdkcsLzFwQ2dfS0YOHmtvxwJZWPNTcnlEXDMgbmdwZsD+s5iJ6psTt4CJT2/Jmu1xcFvVM8PMKEcnTO0aJSAWAJgADAF5Mx85lGjeXFMWzaskczKoqww83v4NXD5yacP+k4gKsX32xo6srbqaJ9VSuX5ZFZfIaXKuYuSCyjktActua5QuwesN2SxcFU9kZUM/2lxRFv7Y90+VBem7VW5I9nmUuRGSRiHxSRFZ79RpOKKX2AtgMYB6MCdu6tQDKAfxCKdVn3hj8t2Rk5yavpfKqd1N9Db529cLQ91PKxrtEDI6M4cI5zmrs3UwT6zUXfukWlclrcK1i5oLIGi4BIaurAQBg7tSEI71co79nlkVpRQuEZy6Srbnw45LgbMk2un72ICIXAHgQwIXazRuD910O4EkAq5RSj7v92jZ8GcALAO4XkeUA3gbQCOBKGMuhvhmx/dvBz2F/qiLyAQBfCH47Kfh5gYj83NxGKfUXbu54qqX6qvfe472hr1csrsXrB0/jnY4ejAYUXt7fhcsaptl+TjeLxsNqLnwSXGTyGlyrmLkgSsytltvkf+ZqgDseexPtnX0xt2vv7HPUjMUupVT4nIsorWgB4IzK8YLuo92DGAso5Fstyozg9OLoxm378Z1PnOfosU5lW7bR1cyFiDQAeBbGLIl1MAIJ3VYAJwF8ys3XtSuYvbgEwM9hBBVfAzAfwP0AlimlTlh8qnoAnwt+XBe8bbp22+fc2+v0SPVVbz24mD9tEpbNnxr6fv3WvY6jebeKxs0BPwAwPBrAmNV8axpl8hpcq4qZuSBKKFMnM1P6vHsidmBhSkW9weBIACr4u1lUkBczYCgpzEfNpCIAwFhA4ViP86VRTi9yPvPOccev6UQ2ZhvdXhZ1J4AiAEuVUn8LYId+p1JKAdgGYInLr2ubUuqgUupGpdQZSqkipdRcpdQapdSE/12llCilJvwlKKV+bt4X6yM1/xrvpPqqd9ux8OBiSul4kNLcdgL3PN2CtY/vxop7t+L69dssHwzdKhoXERTmjz/JzRtfxua3jlrah3TyuiOX15i5IIrPj0tAyFuZFGyGL4mKnrUwuVXU7fQi53tdAyn7u8jWgnO3g4vlAB5VSr0dZ5sDAM50+XXJI6m+6q1nLvZ09OD+P7TF3NZuNL9qyRxsvKkRjTH+PY111dh4U2PM1PD65/bivG/9DiNj40eB3799DH+5cSfO+9bvsP65vZb2Ix287sjlNT1jdKhrwNdrUYm8kA1d4cg9mRZs6gP0ok3n1p1ZqdddOM9cJPM+lqq/i0wKAN3kds3FFADvJdgmD0Z2g3wiVZ0negZH0NE9BAAoyBP8aPM7rq8dbqqvwaXzp2LBN5/EaPDJv/HRRbhi4fS4AdHXHn4Nj7xyKM6+j+KuJ/eg7VgvfvDp9yXcj3Qw1+Dev6UV26O86TTWVeOWDFzX2dzWie8/uSf0/fHeIax9fDcAf65FJfJCNnSFI/ckE2x6sSQ2vFOUt5kLfQp3ZWkhTg+M2H6OVPxdpKobZzq4HVwcg1GHEM85APyzcIxCV70Tpe6Sveq97/j42tDCfMHAiLVw3m77uIGRsVBgUVSQhy9+8CyIxL6kv/65vXEDC92vd76H+umTcPPl8y1tn2pN9TVoqq/Bh+99Du90GFmizzfV4f8snZ2RByuvJsMTZZts6ApH7tlvodbCzcclEjbjImFwMV7UbSe4iFcUbVcq/i4yLQB0k9vLov4A4FoRWRjtThFZAmPp1O9cfl3ymLmkaE51adT7Ey0pSsRsv2YasLmu3k46t6t//CpGVVlh3MACAP7lmdhLs9zYPh16h8YP9H9x6byMPFBl61pUIi9kQ1c4ck/HaWfLiZw+LpGwmosYA/RMMx1kLhIVRduVir+LbM42uh1c3AVgFMBWEfkrBGsrROSc4PePA+gB8EOXX5c8Zl4ROHBy4h/6uTMnO15O09zWievXb8OKe7fisdcOJ72PVpzqHw59XVUWf4Xe5reOosfmH3LP4GhGF3krpXC8Zyj0fU1FZq5SzNa1qEReyIaucOSe2skliTdy8XGJ6MuiSm0si7JSc2H1QpRVqfq7yOZso6vBhVLqHRgtWYsA/AuMGRAC4A0APw7evlIpdcDN1yVvJboi8Oahbkdt0ty+0rA/Ti9v3Sktc1FZWhhnS+DRVxKVELn7uFToHhzF8JiRGSovyo85zCidMq0YkcgP/N4Vjtwzr8bZcDynj0tEXxYVa8aFSQ8u9h3vTdjAw86FqERS+XeRzdlG1yd0K6WeAlAH4G8BPAzg9wAeBfD3AOqVUn9w+zXJO14tTXH7SgMAdHRbS+eeClsWFf+qvd2sRbKPS4XOXj1rUZzGPYmNnW+I7PN7VzhyT6aduFptRdvc1omv/OqV0PdDo4G47eedXIiKJdV/F9mcbXQ9uAAApdQppdQ6pdSfKaVWKKU+rZS6J9oMCcpsXi1NcfNKg0mfhRBPl7YsakpZ/MxFhcP0o9PHpULYkqhJmRlcOF1T+tahbpf3hMhfErXcvmRuVVL1ceQPmXbiOqC1oo21LCq0mmF/7GFyNzy4Pew8w60LSsnWjTqVrdlGT4ILyg5eLU1x80qDzurkZr0t3ZQEmYuVF81ytC9OH5cKeuZiWoYGF07XlO54l9cviJrqa7Dp5mWYHaUBx19dMZ8ZixyxZvkCJOhXEuL1iWuiZVFWVzMoAD96ugXX3Lc11G7WidlV438bNzbNw6abl6Xl7yJbs41JXV4VkcucPlYptTWZ1ybvOb0i8MX/eBn/vPK8mH8EXi1dsVqI1tVnPXOx4pwZqCgpsLXMqaKkACvOmWF5+1TzQzG30wPouyf6fdEDnChdXtx3AsvPrk33blAKNNXX4DNL5+BX2+OXuabixDXRsii7qxn2HO3B6g3b8bHznc1kXnzmZBzsMhrUjI65vIzCJr/OoIon2bUbz8IIJJ2wtoaF0sbpFYF3T/bHnT3gVRs1q4Voka1oE/nqlfW4SxviZmV7O/SBP5NKCtBUX+PpyXFYzUWGZi4aaiswp7oMB072236sH3qAE6XCYJSW3i/uY3Yvl1w8typucJGqE9fwblHhp55OVzMEFPD46866TF4ytxq/e6sDAHDEo/a7dpgzqJbdtSW0P1+9cj4+fsFMX76fJRtcfBsTg4tGANcA2AvgeQBHAcwA8AEA8wE8CeClJF+XUiCZdmfxJmd71UbNysGxpaMHuw6dCn3fN5R4KdXNl89HS0ePpUF6n754luUBevEG/ng5ebqzZzxzMy1DC7oB42fgJLjwQw9wolQYGpl4fHvr8GmcHhhJ2CmPssPQ6HiA+b5ZlXj9vdMAjE6Jv/7SspSduIYviwpfkZ/MagYF2F5d0FhXjYvmVoW+t9oMJhX6hsb/HTd94CxUlWfm6oJEkqq5UEp9Sym11vyAMRzvKgBrACxUSt2olLpdKXUjgIUAbg3e/1SyO07eS/bENlaBtxcnzIkK0fR5Gi3BydQA8O0ndkftQBHpnusvwO0fWRSzULuipAC3f2QRfvDp91na30RteM3J03bb+1px3AeZCwA458zJjh7nhx7gRKkwqJ1Y1k+fBMA4Lr8co2CWss+gFmDOri4LfS2ClF4RD5/QHX6MTvaCUM/gqOXaEgC4atF0zKgcX0adCZkLABgdC6A7+LMQASb7+AKA2wXd3wHwe6XUA0qpsHysUiqglFoHYAuMjAdlsOa2Ttzx2JtJP0+0Am8nXSziSVSI5taJ/M2Xz8eub30YX/hgXei22snF+LfVF2PXtz5sK2ORzsnTflgWBWReK0UiP1FKYVgLLi5vmBb6+sV9J9KxS5QGeuZCP953D4zg35+PPz/CTXqQE9ktyo0LQh87/wzLXZe+/9QePPfOsVBAcqJvCCNjE5cQpprebKaytBD5Vv9BGcjt4GIpgNcSbPM6gPe7/LrkIreH20U7ObbTfi2eRIVoXpzILztraujrxWdMtl28ne7J051aQff0DF4WlWmtFDNFS0cPHmpuxwNbWhMOl6LcpZ9UFuXn4dL548ct1l3kjiGt7mbz7qOhrwPKyNzHmh/htn6tFW1kQbcbF4Qaplfg69cssrRtQAF3PPYmJpcYmQGlgGPa+2K6dNmYwZXp3A4uBEZdRTz2ql0ppbwYbhct5Wm1/ZoAOCtGofbSeYn7tXtxIq+ndPuGrbW/NaV78rRSCp294zUXmZy5ALK3B7gT+tK+tY/vxj1Pt8QdLkW5TT+pLC7MwyXzqkN/S2bdBWW/Qa1F++FT0Zf/eLkM1xSvFa0bqxkmlRRgy55jlrcPKGMZkuno6YGkXt8Np2zM4Mp0bgcXLwC4TkQ+Fu1OEfk4gJUAml1+XXKJF8PtYqU8zWFPsYqKG+uq8csvNOIPf3cFNt96Ge68djEqisef6/ufel/cKx5enciXF48fGPWrMVake/J098AohoMH1PKi/JjDjDJFtvYAtyudNTrkT/pJZXFBPipLC3HOmZUAWHeRS9qP91nazqtluKZ4y6KA5FczdA+O2H6/1y8OHj2dWZmLKT6utwCS7xYV6ZsAtgL4rYg8F/y6A0AtgMsBXAZgILgdZRivhtvFO+Frqq/BGZUlodkLn7p4Fs45c/KEdqwNtRVoqK3Ak28eDe3je139qIvTfjaZE/l4S2v0zEW/hW5TOqeFa251QNKLuTO5U5QuG3uA22F3aV+0Dm2Ue/TMRUmwO8/7z6rGrkNGtyDOu8gNrxzosrytmb334vgRr6AbGL+Q5GTlRF1NOe57Ornlw0cyLHPh92VRrgYXSqmdInI1gH8HcEXwQ8FY3QIA7wC4SSn1qpuvS+7w4opFojXwo2MB7Dk6nin4xkfPRnWc1muzqkrxUrvx9cGT8Q8GXp3I65mLPpuZC6eFa251QAoboJfhS6J0Zg/wlo4efP/JPaH093UXzcQ911+Q5r3zlpOlfQwuKDxzYQYXU/GzPxoHUNZdZL+Wjh7btQRm9t7t2rVEE7qB8QtJ33lid9h5QTwCYP+JPscD10yZ0I72lJ658Hlw4fayKCilXlBKLYIx1+IWAP8U/PwBpdTZSqkX3H5Ncofb8wGsrIFv7+wLdTQ5o7IkbmABALOrxlvpvdcVfwaCVyfyTjMXzW2deOSV9xztk1sni37pFBVLQ20Frjl3vIB+zO01fBkm3TU65F/hmQvjZC6y7qJ7kHUX2Szdy3B1AwmWRZma6mvw1N9chluvXoBEq6TyxBieq1x4GzjanQnLovTMBZdFRRUMIhhI+Ijb8wHmTk08MXv3ke7Q12efkXiuwayq0tDXB7viZy68amWqd7roGx6FUgqSoMn2ph0HHBfKu9kBqdOHy6Ii6futL/PKRl4t7aPsFy1zYdZd7Dp0OlR3cdUiLo3KVulehqsbCFsWlbjWb83yBlwytzrmcthZU0px4ZwpePyNI67sXyYUdIfVXPh0eJ7J9cwF+ZfbSynaO/sSFpnuPjweXCy2EFzoQ4ASZS68amVamJ+HouCbdUCFt3yMJpkOXG53QPLrsihdWHCRAe0DvbT/hLVizEhP7+5weU/Ib6JlLgDjGGd68I9saZzNUr0MN1ab7EBAhWUuSmIsi4rUVF+DTTcvw+ZbL8PKi2aG3ffeqYGkA4v3zaoMfX00I5ZFMXMRlYj8k8VNlVLqO26+NiXPPBl3s6g7UZGpnrlYbGEic1jmIkHNBWB0oFi9YbulE3s7J/LlRfmh5Vx9Q6NxD5ZOO3C52QGppaMHzW2d2NpyPHRbTYU/r4zowYXeVjcbdTicHPvC3hNobutk7UUO07vzmJkLwMhemF7YewIv7B0fqLe0rhprsrg5Qq5J1SDS5rZOrNvSGvXcYWldNW6+7KzQ98UFebaHw716oAuPvXrI1mMSMd/vb/qPlwEAHaeHLK1C8FIXC7pj+lac+8zTKwl+zeAiA61ZvgA3PLg96eIoXawiU6VUWObCyrKoGZNLUJAnGA0odPYOYXBkLO6JvdUOFHZP5MuKCkIpzP7hMUyNsZ3TDlznz6rE169ZlPSbfLyD/s+b92Pe1HLfnUhUlxVBxBh8dLJvGCNjARTmZ2cStnZyiePHsrA7t+kZVfMYuWnHAdz7+5aYjzFbGt+98vy484PIW+bFoN7BUUwqKZjQPdGqhtoKlBfl25rHZHcZbqIlvy+1nwxre2xlSZTOi9lbAuP9fvnZtagoKUDPoNGi/WTfMKamMaOvF3RXshVtmCtj3D4FwBIYhd3/A+BfXX5dcklTfQ2uXlyLzS4vq4jWgeJ4zxBO9BmRellRPuZqS55iKcjPwxlTSkJZi/e6+lE/Pf6B0OxAccv/ezX0ejonrUytdoxyumb+kxfOTPrEMNFBv/VYry9PJAry8zC1vCiUtTjRO4wZlc5PwjPZvDitlhPxqusL+UNk5oItjTNfogyAk6xSdXkR+oat1RMI7C3DtfM7ZYrWhjYeL2Zv3X3deaH3vBmTS9Az2AsAOHJ6MK3BRVjmwuc1F263on0uzt2/FZFNAF4C8F9uvi65a9n8qa4HF8DEItPIYu48i6nS2VVloeDiYNdAwuACMIImPcPx2cY5qJ8+yfEVobAp3XE6RqWroC7bTyRqJhWHgovjPUNZG1y4kblicJGbIjMXbGmc2axkAJxcDCqwkdVVME7mAWvHHicn/ubMFSu8mL3VWFeNVUvmhL6fUVmC1mNGcPH3v34dc6eWYeVFs7DinBmxnsITSqmwgm6/11ykdC2BUmoXgN8C+EYqX5fs8eoNJfKEOTy4sH4CpNdd/HrHQUsFiUdPD+LQKSMgKS3Mx7c+fg5ubKpzfOIVlrkYih0IpGuuhZMTCT8J7xiV/kI8rzhpSqDzousL+YOeuegfHmVL4wxm92KQnYy4/ntw4ewpCbc3g5h4jVgA5yf+eTZqGtxuiRtZV7n+ub3YptUcvX20B0+91YG/3LgTC+94Et99Yrerrx/P4EggVMdZVJAXcxaIX6RjofIBAOem4XXJIq868ESeML99ZPyNa/EZlZGbxxTQmjP975tHcc/TLVj7+G6suHcrrl+/LeoBaee741NK3ze7Muk1+mGzLuIsi0pVQZ0uF2YjhBV192R3Ufea5Yn7vcfidntp8g89c+G08YEX8w5oIi8vBum/B1+87CxYObe3EsQ4/d1I1F1Rt7/TWbe8aCLrKr/28Gu468k9GI3xgx8aDeDB59txyXefTsnfQeSMi3QWlrshHcFFI4D0NxSmmNZ5dBX70VcOhf2R7j58OvS1lU5RgJE6jjeILtZVl5ffHT/ZvmSu8yvBpnJ91kWcZVFetcONJ5MGJ3ll2qTcmXXRVF+Dv7naWTtiLmvJXfoV64DDRevMfHnP64tBQ9rvwb8/32554FyiIMbp74adRlFuTc1urKvGxpsaQ8vJ1j+3F4+8Yq37VGfvMG54MHEmJ1nZ1CkKcDm4EJE5MT7OEpHLReSXMCZ3P+3m65J7vFjjaNp16HToxH9geAztwasSeQIstHAybaaOEx0bo1110TMXF8+rcrT/urJia5kLwLjybOeAmuxcC6cH/bcOdSfeKEPk0qwLwBgotWiGvYDTzeGL5D/6FWL9eGUHM1/e8/pi0KD2e/Cy9j5oRbwgxunvRrzp3JFqk6ilu3LhNNx57WJsvvUybLp5WdiFln95ps3WcynYX45ml94paorP6y0A9zMX+wG0R/loBfAHAJ8B0Abg71x+XXKJ11evzRP/h18+GEoD19WUWzrgOE0d9w+P4i2t5e1Fs5MPLsIyFwna/JntcK0EGGfVJN8a1ulBf8e73gSVXtCDixf2dubEELB//Nhiy8uj3B6+SP6jZy4WTJ/k6DmY+fKeW00/og2wGx0LYCz4pul0kU2scwKnvxszp5Qm3iho3lTn3fLqp0+KWle5+a2j6HHwM/e6NjHbMhduX5b4BRD1wnIAQBeMTlG/VUpl/6VGn0pFGjyggJ+/sD/0vZX5Fsmkjjt7h0IH2IbaSah04apAWM1FnIJuk9kO9/4trdge599RVpx8EZfTg/67J/p90bq0ua0TP312b+j7lo5erH3cKLzL5iFgVttEuzl8kfxLz1zMri6zPSCVma/USLbpR7z2tZfMHb+QVpAvGBmzvzwu1jmB06G7dmb3JHMM2/B8O65YOH3CczwaZ1l1Il629+5i5iI2pZN9e7UAACAASURBVNRfKKVujPJxk1Lq75RSDzOwyGypSoO3a4VaVuotkkkd79yvLYlyod4CiJxzYW1AUVN9DTbdvAxfvXK+tj9V2PC5S0LfuxHcNdRWYI6FmSHRZHrdxaYdB7B6w3bsORo9S2G104lfTZ8cvwd75Npiyl1DEXMu7CzPZOYrdZJp+mEeD2Od4OvLoApsTsU2xTsnsLvkF7A3RC+ZbnmxMg1OshY6r94jT2kzuKZkQebCi5qLuGeKIlIhInPibUPpk46rnYstZC6SSR3vPDB+gNWv5CTDareoaPQDx/mzKnHerPFOWb0WsiBWOD0gZ3IBp5ftGv2io3v82swty+tDXxfl50VdW+xX0ZZ4UGL6z00PwEsK8y0vz0xV5ov/xwanTT+O9wzZmlzttENivN8Dq79T+t2lNofoOQlgTNFqRiqSvIDq1XtkNs24ANxfFtUOYC2Ab8fZ5pbg/f5u4pulnKY6k2EluDjmsGi3vLgAr2hXby5xoZjbeF5r3aKi0VPTRfl5qCgeP5Ake1XFdM6Zk/HfO+0/LpMLODkELLx7ymULpuFfn92H4bEAhscCYfNf/MqLCcW5YNOOA/jJM3vx7sn+qPfvO24MCUu0PLOxrhq3ePwz5v/xRGuWL8DqDdstHd/MrJLdAXZDowFPlsZZ+Z0qLsjD1lbjYs/uw6dtLS0yA5jbHknczCWayEGiKy+ahafecj4k2Kv3yFMDzFzE4+/GvAQguSsFdtVMKgorzo3l1YP2ulyYZlaVojt4wl4zqcjxcqFIyWQuhrW10EUFeSgpzEN+8Ac+NBoIu9+pdMzX8FIuzO6wQg8uZlSWhP3tHOv294rTTTsO4IYHYy/xeKn9ZEpaQvpJc1snrvzhs/j6I7tiBhYAcO/vW0NLRMzlmau0pXNXLZyWksxXomU82b6sMRa7WaVpFcW2j4dDowFcd9FMT5bGmb9TSyIu3n3xg3XoHx4LBRYA8Pu3j8WdSRXNqiVzcN3Fs6zteITITMOKc2Yklb3w6u/jVFjmgsGFE7UA3JuMQq6z090oWWefMTnhsJiWjh686aBN6vmzKtGpzUC4eG6Va4NpyrXgwm7mYnhsfPui/DyICCYV68/nTt1FqudreCkXZnckMjoWCGu7O70iIrjwcUve5rZOS1cmFYCvP5KdS97sMoOxdouDxn70dAuuuW9r6Gc3d+r4hZYFtRWe/+1zWWN8q5bMwcabGtEY47it11M5/dn0D495ujQucobGz/7Yjl2HTkfd1m4geY7FWViRomUavnplfZQtE/PyPTJyiJ7fJR1ciMifmx/Bmy7Qb9M+bhSROwGsBrAr2dclb61aMgf3XP8+z19nhoXOEU4PpO+bVRlWzO3G8DyTviwq2cwFgLDgwq26i2wq4HSrXaOfnegbDp2YTS0vQlFBHqaHBRfuDJxKh28/sdvykgcF4DtP7PZydzKe1Zk/kfYc7Qmd0FVox5zuFPydeDmFOluYGYBrzpkRdvunL5kVllVK5nhoJ4ix/fw237vsBJJuZuNvvnw+rrtopu3numrRdEf7YEX4nAtmLgDg5wAeCn4oAH+qfa9/bABwJ4BCGHUZlOH0FrFVZd6sM/z1zvcSpkedHkinV5SEFXO7MTzPVK5nGix2izJFCy70NK1bdRdmBipRfOGH1qXJtmvMBkdPjwcP04NBud49yq/Lolo6evBOjO5fsew52pN1S97ssLveXmee0B3Rfp96BkfiPCJ5XNZoj/m+YBocCV8qm+zx0Axivn7NwtB955w5OemlcV7Oj3A7G3/P9Rdgts06tT/sOWZrezv0zAVb0RpuBPB5ADfBqLn4bfD7yI8/B/AnAGYppTa78LrkMX25T1mRd7/sL7WfxA1x0qOOTxDFmN0AGK0Yzz2zMsEDrNPb6VmZc6F3RtHTxF5mLgAjA/WRc2fEvN8vrUuzrYbEibB6i2BQMb1iPPPn12VRv3nVWd95p4/zOycn6pECCtjy9nhRq5vHnGi4rNGegZHwC1aHTw2Efe/W8VA/8Z5WUZzUkp+Wjh6c6HN2DLIaSLqZjW/p6MHBroGY90fjVcA7FlA4PaBlLkr9H1wkfVlPKfUf5tci8jkAjymlfpHs81L6DWhX5B12sbNMKWMt9cyq0gkHQKcHUn2K9vtmTZlwNSgZYTUXcTIX8TqjAMC7wfXSegDVO+TuVUQ9y3Lt+WegobYCk0oK0FRfk7E1FpGcdDHL5BoSJ/TgwhxElQ3LovYccfZm7fRxfufWCfc7Hb2hr93KlsbCZY32DCYILpwcD6vLiyYcDytKku9UmOg9zs7zJDpehzpHPbprQn2Hzko2PpmA1+33le6BkdC/p6KkAAVen3ClgKtrBpRSV7r5fJRefVotQUmh98tLFIDvPrEbT/7NZWG3Oz2xPHxq/GTrIpfmW5jKLNRcbNpxIGEB48/+2I766RURmQt7y6wSOaVdEfmT88/ANeee4erzp4qTdo3ZRJ9xYQYX+rTb4z7NXOSKlo4eNLd1ondwNKng3osTbq+XRXFZoz0DEResOroHMToWCDvptHM8BIDFZ0z8XQt733Hwe2XlPc4qq6+/aokxJu3rj8Qu3W2orcDMBEueMingDS/m9n+9BZCeblHkE/pJ88wpiQuv3fB2jLXUdtvj/vVV9WHTSd0anmcqys8LTTwdGVMT2sda7YyiYKx/1jtEuX3wOq0VilWW+vfAlWlDwFLtaJTMRTa0ol1kYc6Nm49Ltea2Tly/fhtW3LsVax/fjXuebsHax3fbbsdp8uKE2+vMBZc12hO5LCqggI6Iiwd2uzrOmVo+4bbwWj97AabV9zir7Pxe9yeoc9QbF7jxem48Lh79AmA2dIoCkgwuRGSfiOwVkTrteysfe93ZffKSXnMxo7LU8dRnu37z6qEJt9k9kFaWFuGtw+O1DRe7HFyISHjdRUT2wm5nFH2artvLosKH8/j7wOVlp5NMF74sKlhzMdn/y6I+eaH9ri3JPC6VvJjr4MUJt9fLj7KtNbbXIoMLYOLSKGD8eBjr4pk+16k4yrLgZBqJfOeJ3a4FFoD13+v1z+3F2scTd4tL1IkqkwLeU/3ZNUAPSD5zkRfxHHkwiroTfTBj4gN6arasKD9lw/X2HIk+0yLRiWV1+fiJ85pNr4YmYc+uKkVVuft/sLE6RjkpuNQ7t7j9Rh/e4s7fwQUw3unkob9YErqtsrQwJUPA0ilazcXU8uLQ32RX/4grAxhTraG2Aotm2DuJPHuG93MZkuXVXAcnJ+qJ9A6PIuDmmWIU2dQa22uRy6KA6MEFYBwPf/LZiybc/tuvNoUNSiwpzJ+wTdiyKBu/A+u2tIRdEEtW7WRrxeSbdhzAXU/usfy88TpRZVLA29XHzEUYpdQ8pVSdUqo94vuEH+7sPnlJr7koL8pP6XC9WMwTy823XoY7r12Mr13dgDuvXYzNt16GP1s6N7TdvuPjg6UOdg04Wn6QSKyOUcm+To/LnVvCu1Bkx1URILy18PBoIONPNpMVreYiP09QM2k8e3G8159Lo/7xY4sTtkw2CYA7PrbYy91xhZdzHdy40DN3almo6YVSxsmll3J9WaMd0TIXh2IEF7G2rywpxJB2sSFa5qIgPy/0PqZU+Ht+LM1tnbjvaXdnkKxYXGvpdW+LU2cRS7wOT5kS8HYxc0G5RF/XWBa8wpEoe1BXU45kh2AvilJ4FqmhtgI3NtXhr5cvwI1NdXj1QBd++mxbzO2dLD9IJFbmItnMw95jvYk3smhwZCz0BlNUkIeSwuz5k68oLkBhvvHLNjAyFvVqX7YYHBkLBYkFeYKpWiYufNaFP5dGNdXX4O7rzkt47BABvn9d5p94ej3XwY0LPV++Yr4r3YLsyOVljXZEO5YdORX7bztacHGsZwhD2u3FBRMzF0B49sLK78C6La22hzcmsnrZPE9fN97SqEwIeLNtdQHgcrcoyi79EZkLU1N9DZrqa2J2P2lu68T9W1qx3WFruk9eOMvW9naXH0Rrd+tErMxFsgVfb2pzMJIVdtAqLYQkG/llEBFBdXlR6Ir+ib4hzCoqS/Aof9KXRE2vKEae9m5ozLowlhL6ddYFYJx4zqoqwzd/swv7g/NpdI111bhl+YKMDyyA1LS5NH9eTo61dTXlWLVkDn72x3bzVydY0GtvqJgTTfU1WHbWVJz1jf8N3VZRnI9HvtyU9dlHKwIBFZZxMMVaFgVED0Y6ugfDnifWhaWKkoLQcSPRvBM3ZqxEsrLUKNnXjXfBL9Hf0bRJxbjv/1zg6XEnG7tFeRJciMglAJYCqAIQLVxWSqnvePHa5J6j2pWSl9/tQuNZU8MOAg210dc968HHDQ9ut3XCs8jBWmonyw/cOFDEmnWR7HOf7B9BS0ePK2+0ejF3ZRYM5olUXV4cCi66+kYwy926/Yzx8v7xzmeSJ2G/H+GzLvwbXADG386nLp6FH25uCbv91g8twJoPNaRpr+xLVZtL81j7l7/Ygc27rU0PFgDf/cS5AMILelM5UyJy+c2YAgOLoMHR6BlYu8uiOroHw+ZlxMxchGWv4jcTcXtpsdWlRsm+bqILfpEXTN947xR+8+phAMDCGRWeX9Bg5iIBEZkM4FEAVwJxl9AqAAwuMlS0oTi/fe0wfvvaYSytq8Yai1cPG2orcO+qC3DDg9stpTMFxtprO5JZfpDsm1mZlk7WszxO5nJEcmtQTzYetHT68iCn02EzWbS/xUNdA1hx79bQ36IeXBz36bIonV4jZMpPZ6GXA6luc1k/vcJScBG5vCPVy6JMfRGzfPqHxybMcchV4cNrBWPBK2d2MxfHeoYS1lwAwGQbHaPcDEDtLDVK9nWtBgfmBdM9R7tDwUW8n7tbsjFz4fZf8g8AXAXgeQCfB3A1jEAj8uMql1+XXOJ268TQWuoE2wmcraVOZvlBsvSlYpFvlskWXLp1ED+VJTMuYtG7gJ3sG46zpf9Y/Vs80DX+5tfh01kXOv131tTZ66//21S3udTr4+ZWR18aGK2eQc9cdHs8SE8Xrd12oiU5uULPQkyvKEZRMCjoHhyN+TOKlbkY0rIg0bpFAfba0bo148FubU0yr+ukw9OZU8aXBx46NQAVbxy4C/RjXrYEF24vi/pTAK8AuFIp5b+eiDnOq9qFRGsak1lLnc4pm2VF0TMXwHih2G2P7HJUhObWQfx0Fs24iGZqlgYXdv4Wf6vNhfHrrAvdqSiZC791wXKSvUymzaV+/PnSFfNx8dwqS9PAK2wW87ol2mv1DI5mTaecZOhLmUqL8nFmQUmoBunIqQEsiPL/GKvmQn+PipW5sFPQnUwAOnNKKa5aNB2rl821/XvuNOgWhx2eJpcUoqKkAD2DoxgaDeBE33BYVz63hc+5yI73abeDi0oAGxlY+JOXtQuJisCdSueUzfLi2JkLwAiqAODrDtrnubXGM7KgO9tUhy2Lyp7gws7for6Z32sugPCJ8qZOH/671ixfgNUbtlv6f0y2zWVfxEyiWPVwkZIZopaMaFfgU5k5yWQDw+OnT6WF+agsLQwFF4diBBeD0bpFdQ/hjCnj6fPYmYvx94V4A1yb2zpx3++dt6A9dGoAv9r+Ls6bWWn7Pd/pUuPvJ9HhaeaU0tAsj8OnBjwNLrr0zIUHM7nSwe1lUa0AEjcspozjdetEU2QL2WTrCtI5ZTNe5sJ09eIZjp67ftokR4+LpF8FzpYrIjo9uDjps6UzsSTTGSUbggu9CYGp02eZCyC1bS7DB55av3Bi9cTSbdEyx6kMbjKZvsSptDA/bInO4RjtaGMuixrRai7idIsyxfs/uOOxN5Hs6iC7AyN1dpca3/6RRUm1NA7/uXtXdzE4Mhb6/yvIk7Dl1n7mdnDxYwDXishMl5+XPJbO2oVkpHPKZljmIkZwsfPdrqi3J2JlmJEVYTUXWbjkIGxZVH92BBfJ/E2d6B3CWEChpaMHDzW344EtrXioud32RYB0ilZz8V7XgO/+HUDq5jrEahueSLoyF9EGhTK4MAxELouycJKrZztMfcNj2H2kO/R9x+nogYmVZVGbdhxAe2df1Pvssjsw0mQ1WBcA//e683Hz5fOd7WDQmVNKQl8fOjXo2TE1vOlKUda0i3d7WdSTMIq1m0VkLYCdAE5F21ApdcDl16YkpLN2IVmpXH6gC8tcRFkWBQAvvzt+BVoAy/UXvUOjYVcVY0m0zCys5iLLl0VlS81FMn9TAQV86qcv4NWDEw+7djq9pYtSKmrNxdBoAGsf3w3AH/8OXVN9DS6eW4VF//hU6LbJJQX477+61LX2q3pBd6mt4CI93aKiZy64LAoIz0KVFP7/7L15nBxluff9u2d6ZnqWnj2ZSTIkTDKZhLCDIcJIWKIRPeACSjxHo/Ig4nEhou95AMUFlyOcczwcQI8PCvIq+GpUwCOKvNGIRAdIImEJCclksjBZJ5mZZPatp+/nj+7qvqu6qmu7q7u66/p+Pvlkuruqurq6q+q+7ut3/a5izK1JDXINgwudzAWg/l189ucv46cvvpl27lRb+A18/9m91nbeIk4dG72s39QyrzZljPCjTfvwzd/tTFtGxrVI7RRVOPdo2cHFAcTHTwzAQxmW4x68N+GCXNYuuEWZ0TArgJXdZVPlFmWQaRD7E6x7+2K8sLff8KLYMzCGo4nZpZGJaLyCyQA9i1IF8YJX6Fa0hRhcuD2n9AILIOUudfe15/i2A/LEdAxTOg3ERPLhc2jR1hPEJPd1EAeRlWXWfz/qWetsukVR5sKIiUyyqEH94OK1Q/rnvBa9c6cqnPk30NU7jJ6B9KaWbnFqt+5V/aYWMXNxzMDiW8a1qBBtaAH5A/yfwvrkbM5gjLUA+AaAqwA0ADgK4DcA7uKcW9axMMbqAXwVwPsAzAHQD+AZAF/lnB+Svd9eUuFQ5+eX2cNszmgoqPtcpM8cTUzPYPuhVLfttW9dgM+/vd3wovje73cmgws92YDC+q09GQMp8YKnLugunAuXgqqgOw91+Xp4eU7J7lIvmz++cczScn7/HFq0A+eRyajUvg5jwvWi3KBwV49qlRVtbgu6KXMRx27NRWd3H57f2295+9pzR9VIUed78Ur67Fb1YNW0wCn9Fmv43F6LCnUCUGpwwTn/uMzteQFjbBGA5wHMBvA/AHYh3k18HYCrGGMdnHPTM5Ux1pDYTjuAPwP4BYClAG4A8A+MsYs55/u8+RRyUQardpFVuyCLbM1oKKj7XMQvlMp7H+gbxa5jw5iaic/CttSWoyHhNmF0URRtIY0uvHbtgsWZkEK6cCnENaoA5/HB0fRMDCV53ojLiTNKqIghatFeSmaXetn8cJP1S6afP4cWvVn5kUl51qtj084yF6Isav+JUTzSud+z66WIkRUtoZZFxWsuUjPoRwfHEYtxFAmFB/c5qF8Qzx0zaZxX0mc/qB4y8cjz+y0v6+ZaVIg9LoBgSpP+G/HA4hbO+QPKk4yx/wRwK4BvA/iUhe38K+KBxb2c8y8I27kFwH2J97lK4n57gtXBqhaZtQuy8XpGQ0GsuTgxPInrH3zBcEB46NQ4rn/whYz6TFGiYNQsya5dsJhyrSnA4KK4iKGuojQpiTo5OoXZ1WGTtfyPnToiBlgOLBRkdamXSVfvMF4/PGS+oIAfP4ceerPyg+PT8oKLSbUVrRU6u/vwb8/sSj4+MTKZtboWfStaCi4AdeYiXFKMitIQ6ipKcHJsGtMzHH0jk8lrnBtnOeXcMZPGeRUE+HlSYP3WHhwcsOcQ5fRaJN6jaysL5x6d31N8NmGMLQSwGvHakO9rXv4agFEAaxljlSbbqQSwNrH81zQvfy+x/Xcm3s/X2BmsKsiuXchXRLeogyfHTS/yZt3NxYu43myRkxuJ8t0WFzFVZqSQKMReF3ZsTK85d66j98i105uWfHWss8LQuM5gWuc5J0RnYskMKWPGzdJElO7vrwqyTRGza5VbRkkWZYi25gIA5tSoO0YruP3td3b3qaRxekGfF/d5v6ketDgtYHfyfZyimgtzGGM/trBYDMAQgDcA/I5zflTmPphwZeL/DdpGf5zzYcZYJ+LBx1sBbMywnYsBlCe2o/Ij45zHGGMbAHwSwBUAfCuNcjrr8Z1rz86bQkovseMnr5BJn6maQZKsfWUAnt/bX5ABYb1wQT5ZIMEFkKoj+tIT2/GmTkGlUke0zaHdsR+c3kTy2bHODL2Bs6ymcSpJVGnI1MrSrrTSi7oW6nNhjFoWFQ8U59aWJ21ljw5O4PzE625/+yMTaldCveyR0wZ2RvhZ9QC4K2B38n2cLNBGt7KnMj+OVEG33hWOa56fZozdyTn/d8n7YcSSxP9dBq/vQTy4aEfm4MLKdpDYjimMsZcMXlpqZX2nOB2s6hUvBxExc2EHI31mxCRz4eZGEo3xvHPYsUpJceqS8vi2Q2iMlPl6VswOHW2NuPrcOcmZtIsXNmD1mU0qXbxTv3W/aZ7z2bHODL2B85CO5a4TREmUFRtau9JKL+pa9PtcUOYCSC/oBoB5tfp2tG5/+1XhEMIlRSguYpiJcUxFY5iMzqAspP4d2ZFpZiIfVA9uJvGcfB9i5kKWTNIPyJZFLUK8SLofwJ0ALgdwRuL/rySefxLACgA3A+gFcDdj7L2S98MIxdxTPxecer42S9vJKYU8U5gNevqd2/PpdTdX11zI17666Y7qRzq7+3D9gy+gU3BKeXzbYay+d1P8+QL5nAOjqd/Cu89uTutsn8su9TIplM+hh1HNhQzsNNBzkq3Wu1a5Re/6RpmLONqaC0DdLVqURbn97Xe0NYIxZjqxZaeB3cJGfVW5rIaRXuNmfOPk+zipKuimzIUR7wNwKYDzOOeHhed3A9jEGPspgJcB/JVz/l+MsWcQl0d9FvGgJNcop45bO11b2+GcX6i7kXhG4wKX+2JIIc8UZoMX9lm3/9ND6/NdlQXtaz457GTCjh2v329mZgyMpix26yvL0l5vb4rgLQvq8Hcb8ig/ap7bmyKYFSnDiWHrlsJ+/Bx66MlNpMmiVDKazNdmN3UtMo8zyaKMmZhOz0QZdel2I1kSz52qslDStWh4Ipp0NhRZs3w+AODrv92B8en0XjSi3Xu2HBu9wOn4ZkFDhaPPqOpzUVk4mQvZo8RPAviVJrBIwjk/yBj7VWK5/0o8/h2Ad0jeDyOUjIJRe7JqzXJebyenFPJMYTaQoXcVUbt2eKd9zReHHSP8oBnPJmJzwDoDN5Fb39GODz+02dL2/Kx5bm2ssBxc+PlzaNGXRckZTKsa6JlkLvyQreacU5+LDKhqLpKZC1EWpe51sW7VYsvnvoL23InXXcSDFqNeF0ZNW+fXV+AzVyxKBh9A9hwbvcDpveLTly9ytF6h9rmQLYs6HeYD6lMAWoXHBwBUSd4PI3Yn/jeqhVDONqNaCtnbySnKYNUO+TJTmA1k6F1FzJoZAfEbiVlq2gr5LBlyohnPZ8TgokEncwHEb4iNVeazXn7XPIeKrN2S/P45tHhZ0D0qyKLMai78kK2ejMYwPRM/gUPCxWx0agYzbkX9BYBezYWYuTiq6dLd0daoOo5m6J07EVUzRfXvUnEWM5rU6hkYwx1PbPfMWSzbOBkXtTZWqoIrq8RiXF1zUUCNbmUHF30wz0KsRrz2QqEW2Zvhf1bZB8aY6rMzxiIAOhAP31802c6LieU6EuuJ2ylC/DOK7+db7AxW82mmMBvI0LuKVJWlZi2MZgqtal/NyNe6Gb9oxrOJGFzUZ0ibt83OPEeTD5pncRbvrLnVusvkw+fQope5kFVzIc50m/W4cJOt7uodxiOd+/HAxj14pHO/43NKnDipLi9R15rl6XVJJqLkSAkWZ0fCKE5c9PtGplTSqZkYt9znxujciRhkze1mifN50krEzriIAfjW+85y9D7Dk9Hksa0qC6HUgo10viBbFvU4gFsYY48B+BLnvEd5gTE2H8B3AJwH4AFhnQuRclfyFM753oRN7GoAn9Hsx10AKgE8yDkfVZ5kjC1NrLtL2M4IY+xRxOVdXwfwRWE7n0U8g/P/50OHbmWwanYBybeZwmzQ3hRBpCyk63xihl4GSLzJHug37parWJR+6/c78cbRwnAKsopfNOPZYibGcWrcWsHf7Ih+88CSIobfr7s0Lz6/OOD+wUcuxOD4FK5+oBNAvIfDM+suxZJm/aDDzwzrFDDLcosSe0ZUOrDHtsIXf/kqth9OnwN00mxPDCAqy4oRDhUlA46hiemCbPZph4mp9JqL4iKG5upwspj76OAEWhOF09q+GP/z2Q50dvfhQN8oeocm0FQTxukNlRnrHowKuv3gLJYLrI6LGAPucTEuErMWNQVkQwvIDy6+inhB9z8BWMMYO4y4I1QTgHkAigG8klgOjLE5AKYBPCp5PzLxaQDPA7ifMbYK8YLyFYj3pOgC8GXN8m8k/tfGsV9C3AXrC4yx8wBsQdwZ670AjiMevOQFymD1/o17sFlnVlgs1CLUzK0NY3fviK119DJA2m65fSNTGbvldrQ1Yt2qxfjUY9sc7Xe+fpd+0Ixnk5NjU+CJm1tNeQlCxcYzW7Mj+pKp6RjH/PoKL3ZPOqc0HeVPq69AuKQIE9MxcA601OXH59CiW3Mh6Tc5rlMAbITT4FwvsACcGSeImYuqshLEYhwYjNcRUFG3viwKiN9rlODiyKnxZHCh/f6d1DuIk02KhM9NljgfJjLMaKmrwOKmCHYfM57Au+ltra4yqCqnqALqzg1IDi4450OMsUsA/G8AHwOwEIAiRNsH4KcA/o1zPpFY/iiAS2Tug4V93MsYewuAbwC4CsC7ARwFcD+Auzjnls4mznk/Y+xixDt0Ky5Z/QAeAfBVzvkhL/bfKzraGvPe5SGbdHb34Ru/2+kosNBmgJw6HzmVVeRz3YwfNOPZ5KSq3iKzHnd2tX5wAcTlRs01zvqyZIupaAyjiVlbsaN8dbgEE9PxIu+hiWlUNEhneAAAIABJREFU5mGneU/7XIgF3SbHxosg265xgngsImUhxDgXXqOibuPgohxA3BFOtKPVKwC3i9hITwn+gpYlFjG7Jyvsdim3PVmg3bkB+ZkLcM4nAXwTwDcT9QjVAIa0naxzCef8IIAbLC5rqLxLBCLrEv8Kgnx2ecgW67f24PbHt9v2K9bLALlxPhL16VbJ97qZoDmc9VustwCMZVFA/CbWXGP8uh8Qg+Wa8pJkp+lIOITjCQep4Yko5hh59PkUzrm3fS6ETIDZ4NKrINuOJEaUcVWFQ+Cq4IIyF6IsKlyqDS7iHBUcoyZUfTGcafYj4fSai6BliRWs3pMB4LmuPnR290mRRRVSAz1AfkG3Cs75MOf8sJ8CC4JwQ2d3n+3AYu1bF2DDrSux/uaL0y5CbpyP7A5OCqFuxomTx9Lm/A2Y1Ta0ZsGFceZCnCHzK4Pj+vrjEkEK9vMtPXlXnC+6I4l40eeissybgm4rWDVOUMuiQqpZc73alKCROXMRR+x1YUcWZ4RY0K3I9YKWJVawc08G3LkRnhy1Vk+XjxROaTpBZIH7Nu6xnbEw0qC6dT7SCy6WGAyiL1xQl3cOO0bYtePd3TuctzaJA7ZkUcaZCSdZrmyjzVwoHdh3CZrnRzoP5F0H9pd7Us0NK0qLk7/diekYJqMzBmtZZ9RGEz0nwbkdrHwnw5rMhd6seVCZnoklnZ9CRUwVWM8Te10Mei+LClqWGMi+GyFlLmzAGKtkjP0LY+xPjLE3GGP7dP7tlf2+BOE1Ti48gPHFx42mFdAPLm7oOB0fvXhB2vPrP/nWvL7oiyhOHlbjC57HNolWbWiBzDUX+ZC5EAOg8aloRm99pQ7Jz0GjEhz9449SDc7GpmZUs6IyBtPjU6JblPngUlavHD2sSGJGNDUXqsxFwIMLo6wFAMypSWUuDhtkLsKOg4v0gu4g9sFye0+2i6qgmzIXxjDGagFsBnAPgLcAWAKgDnG3qNMT/0plvy9BZAM3g1O9dd1qWvWCi9++ckQ3kNnXN5r2XD6zZvl8LGm2fhPL12Z6doKLSFnIUHOdD5kLcR93947ktbe+WeMxhV9s6cn4uhVGbfS5AOT1ytHDiiRmRJA+xWVRxg3cgoZRvQWQXnOh1KqINRdWvn89jHqNBK0PVjbqTMR+MduErGahFXTLHuTfCWAZgBsRDyoA4F7EO3BfAmAbgL2IW7YSRF7hplBNb123mla94OL5ff14cV/6gCbfpCRmdPUOq+QyVsjHZnp2CroZY4ZF3aLrlF855aDA2Y9Bo52C0O/+scv1OTluQxalsGb5fDx64wqskCyRspIdFa+FVeEQqkkWlSRT5qI6HEoGAePTM8lgfEyyLEr8DqwGooVQzwd4W2eiZDJX37sJdz21E9/9Yxd2HBlKvi5mowoB2cHFewBs4pw/wgULCB7nRcRtX5civZcEQfgeN4Vqeuu61bQeOmnvYpQPUhKrZDt9nStO2gguAOOi7pN5kLkYdCjd8lvQaKcglEsIjsZsyqIUOtoasf7mi7Hh1pX42jXL8MV3tOP2dy1FSbGzlEZLXbklScxwpoJuCi6Sf2sDBcYY5gp1F8pgVEpBt44sSkEJRM+fX6u7rlHX73zEqzoTK5nM/9iwuyDuzQqyg4vTEM9OKMQAJO92nPPjAP4A4EOS35cgPMfNrIzeuu1NEdVF3QqRcAjtTRF0dvepJDNW8bOUxA5BsUnsVxV0G9dUKBjVXZzKh5oLF9as/7lhty8CjGwXhAKamWsHg8v2pghu6GjF51YtxqcuW4TlpzvLZlyxZJal5VQ1F2kF3f4Pgr1kPIMsCtB3jFKtI6PmYjL9GtnR1oi7rz0n+bi+shRfu2aZoQtivuKkzqQ0VJQxqLaayczn2kA9ZAcXYwBE+4tBAM2aZXoR79ZNEHmFU6cVoyK3rt5h2zN1wxNRdPUO474/OZ/t9KOUxC5BsEns6h3GoYFUrcypcfMAwVAWlQ/BhYvsyjM7en0h/ctFRk1lRWtRFpWJz1yxyNF6ay8+3dJyohVtJWUuVKgzF+nDM7GoWwkuJjJkO6yiqrmYjMa7pmsQZbitjZW4oaM1r4u3jbBreDAVjeG7G3bjkc79upMEbuzm8xnZwcVBxLMXCjsBrGSMib/4twE4Jvl9CSIrrFu12LJLEQCwDEVuTgcUT758CFsO2HetEvGblMQuhWyTKGpzhydTA4e1D28xHTzPMpBF5UVBt4SmcrmW/uUioybKopwW9Ip0tM1CY5W94lKrLkFdvcM4IJhLDIxOUeZCwCxQEO1ojw7GG+llklJZJVRclFyXc2B0Kv33KHaUr86jSRq7ODE8eODP3bjrqZ1pExy5yGT6BdnBxXMALmNKa1VgPYBFAH7PGPsMY+xXAN4K4GnJ70sQWaGjrRF3X2fNBpUBuCdDkZvTAcWuo3IuPPmcfnWSRYqEQziR6PTsV8y0uWaDZ+OaC/9nLpzWXGjJpfQvFxk1MXNRUSZn0HfpYmsSJ8CaS5AYMB8ZTHWXXveLV3DHE68lHwc+czEVS/6tJ3ETZVHJmguTdawiBnkjOtIobR+aQsaN4YF4jQ5KbaAessPPnyBuNduCeBbj/wC4EsD7AKxOLNOJuKsUQeQla5bPR0tdBb75u52GjkVnNEdw59XLMs6U51qik2/1B1rWrVqMtQ9vtpxyHp6I9064+9pzfFl8aFWbqwye59WVq35fnd19eOhv+3XXOTk2jb92ncCl7dYHjdlGRuZCQZEXZDtTle2MWizGpbgFiXR29+F/Xjlsefkb39aa3P+u3mF0dvdhZCKKqnAIHW2NeLnnZMbf9SsHB5N/Bz64MOlZoVtzIaHPBRAPLo4nJl+GJ6KYU6N+PUjBBRA/JzvaGlW/6ePDE3hscw+4xWv0tRe0OHrvfL83A5KDC875NgD/LDyOAriWMXYhgDYABwBs5ZzH9LdAEPlBR1sjnvn8SnT1DuPJlw8lswlL51Tj/efPsyQRcDqgWDqnGs/uPuFoXZFcBzduUdLXVm0/AeOBuR9wos1VPsP6rT2mx+Fjj2zxbWAFqKVbRQyWj4URirwgm7pwJaNmRwrhpvHYRFQcWBahWELzCju/QwD4w/ZjmJiewSsHB7H98KD5ChkYmYxiJsalfI58xEziNFdVcxHPAMmouQCAKpPaF7EHSXUAgguF9qZI8vy8/sEXTAMLhRgHtjpougvk/70ZyFIzO875S5zz9ZzzzRRYEIVEe1MEt111Bh654SI8csNFuO2qpZYHCk47oL7/fDl+CH4bXDtBSV/bcd3yY9GcG22u3YyHH1PuMzGuGrx8631nSWnylovParcgtL0p4lhjPTopNlBzPyBx8js8dGocj77Y4zqwUNCT5AQFsdu6XqDQVFMGRXTeOzyB6ZmYps+J8+Ci2qT2JWiZCy1Ozo03B8YcvVch3JupUzZB5BAnHVDbmyI4vaHS1fu6mS31G7MiZbblFH4rmnOjzS0EN5LhienkjGCkLIR/WrFASpO3XMgL7BaEPvrim46drsY9kETlmlcPnsr1LuQMs/qJslAxZlXF66o4B3qHJjAmoc8FoHaM0s1cjKeeqw4HL7hwem4sqK+wtXyh3JtdT3Uwxj7qZD3O+U/dvjdB5DtWpT3aDqgrFtbjQP+o8QoZsFKAmU+4GZj75SLudBB8oG/UccbDL58d0MyKVsQHLqLm+UtPbMff3zxpe7u5khcodVmf+dk2y7UkSiGoHena2LRo6+o+uPCD1vv5vX1Y6ePaIC+xUj8xt7Y8WRtx5NQEJiQFmHYKuoMki1Jwem4sP70eB0+OWZ4AunLpbEfv4zdkXHn/XwB21LEssTwFFwSB1EDk/o17sFlnoLiitR63rFqsSpXWVji7uGuDlEKgEBrqOR0E9w5NmC+kg+zASq+Q1872xXoL7W/75Z6TeMlBYAHkVl7Q0daI8tLiZHCh3PgyYbcmSJRFlUuQRflB650P3eS9wkr9xLzacrySyO4cOTUuxYoWgKbfSPp3oLKiLc/97yTbOD03Rian8fYzmvDHnb2WBsr3PLMLdRWlvq2Ns4qsX0gUwO8Q72tBEIRNtM4U3/79G4gmpjoe+thbVBd+QH2hP72hAgf6zbWdekFKIVAIDfWcfidNNfpN88yQFVgpsiy97MlFrfVYZ/H3Js7u15aneiwo9SROa7tPDE/mLENzamwq2YvASmChYMfpalzVQE9Gj4vcXxsCWssNAJbqJ+YI5/xhbXDhpSxqItg1F07PjWd29Npa3s+mI3aQcXd9DsBKxO1mZwP4EYBfcs6dTakRRIBRnCke+uv+pI95vNGU+mIupqi/sHoJljZHcNNP/443hSDjtLpyXHnGbJzeUGl7JjmfKISGek5dhpzW3sgIrMwcquzIfE4JPS5qhMyFXeciLbmwo1XYeXQo+bfdj2BVujYquYGek9+hbObb1KgXElayEFo7Wll1N+pmhtG0bGTfSKpHUBCDi2yeG7my0paJ64JuzvkVAJYA+A/E7WYfAXCUMfYAY+wct9sniCDSIHTI7R9Nby6mde44MTypuskAwMGT4/jJ82/iD68f833zODc4dd3yW7DlpLg/V4GVbIeqQVXmIj5wceLOoiWXhftvuGx2aaWWSDznZbhFAfbdrmRTJakRYD5iteZC4ejghEpK5abPhVik/bvXjmD1vZtw11M78d0/duGup3aibyR1HwpizQWQ3XPDb6YjdpHiFsU57+ac3wbgNADXA9iMeL+LlxljWxhjNzLG3NnbEESAqK9MBRcDI5mDi62JGeLjBgGEWVfnQsDJwNxvWHUZEutmchVYyXao0qu5kOVclCsHpDeEzIUTrEjXZGcuAPtuV7IZ8lEtVLaZsCBxmqfNXMiSRQmZiz6de47I068ddfw++Uy2zw0/uLc5RaoVLec8yjl/nHN+FYBFAP4VwBwAPwRwhDF2scz3I4hCRRVc6GQuxMHYf/+lO697HMjAycDcjyh9O5Y26w/+V7TW49EbV6hkRtkOrNz05DBCFVwkai5k1YXkqnDfbXBhRbrmReYCSP0O3VoBW0X8+Qa5S7cVidPc2lTNRU//mKpDe49DB0EA6Bmwvu6XntxesPcSM7J5bvjJdMQunvW54Jy/yTn/CoBPAjgMoApAMP3lCMImDZXWZVH53uNAFmYX/Yt0BuZ+pKOtER+9+PTk42VzIvjaNcuw4daVWH/zxWmBkZ3ZNBmBlRvrXyNOjafXXMgquM9F4f70TAx7ekdcbcPK9zSmCi7kZC7E9//m+86Suk09VrTW46OXLEg+1nMqCgpWai7qK0tRkjjZxR4XAPDu+//mqF8KAPz2VevZiEK/l5jR0daI9TdfjF9/KjVf7kU2w0+mI3bxJLhgjM1ljN3JGNuHuItUA4DHAGzz4v0IotCoryxL/t0/opY7zcS449m9fNdxmqFc9DfcuhJfvXqZSr99+7uW+jZjoeXgyVRh/uozm3FDR2tGKZOV2bS6ihIpgdWOI85m5DPNwg2OpddcyPqucvGd7zsxiqmZeEO0uTVhz6RroizKjSTGCFmz00UM+LfrzkGNYGH6hXe0JwPm806rTT4f6MyFSuKkPzz75d8PYjrDjJITGWxX7zB22jyvC/1eYoULF9Qlg0A3xhNG5Mv9Sg9pwQVjrIgx9h7G2G8BHADwDQDDANYBmMs5/xjn/JCs9yOIQkYs6NbKotzO7AUhnd3eFMH/elsr3nlmc/K55/Poc/cMiK5f1txzxMDqa9cswxff0Y473rU0+fqYpuDfKU6LrDPNwp0aT7e5dFJPoiVXhfuiJOqMOdWeSddkW9FqkSHLUKR87z1/LgYTXZ6LGPDpyxclv5tIWeYeC0FBbIinV5ytGCmYYVcG60U2MggwxlQyNZn40XTEDq6DC8ZYK2PsWwAOAvgNgCsA/ATAWznn53LOv8c5H3T7PgQRJDLJok65bDKVzzpOu3S0NST/7uzuz+Ge2OOgEFzMb7BnzdneFMENHa343KrF+OTKhSgtjl/mJ6OxNEcxu3T1DqsCHztkmoUTrWhrK1K/fTfuLLks3NcGF17VBIlN9GTWXCi4lWW8++zmpJRPdKybFSlDqDg1/NDaoAYVM1mUbCMFhUJoRJorRPcuWfjVdMQOMjIX3QDuAHAI8fqKZs75TZzzLRK2TRCBJFNBt1hv4YR81nHaRRykbTkwgHv/2IVHOvf7Op3f1TuMPcL+RRPyGicwxlQdr0+OZXaBMcPpTOWChoqMs3AqK1phf526s+S6cH+nJrgAzKVresX6ZoxPC25RZfIzF26Pn5gt6x1KBRdN1erZXnV36OAOWDM5P3lhpKBQCI1Ic8XcGrnBRa6vXbKQ8ctgAKYRd4X6KoCvMmZ6J+Cc8wVmCxFEUGkQai5kBxf5ftGyQ/fxEYRLijAxHcNMjOM+YSbPTgfpbGDU7foff7TZ1b7WVZQmbYpPjk25mmlzOlO5fIGxvIlznta3RWTN8vloqavA/Rv3YLOFwZUfOtGLPS7OmJMKqjraGuMB0x/ewIPP7QMQ/x1+631nOZJAqDMX8oMLJ43DzppbjdcT+v2jp1K9dI8Ppf6eHdEGF2LmIpiyqFiMY2I6NZEQDqm/TzfSJbPfViE0Is0VcwRZVH1lCQZGnf9+/XDtkoWssLMEQIukbRFE4KlXNdFTF3SLA7G6ihKctCGTyncdpx1kdpD2Gi/3VcwEuJXUOZ2pPHNeteFrY1MzmJ6Jf/BwSZGu1lwZlGu7Bs+tDeOfH9uWPG6//WwHzmmpTVs/m5wYnkx2My4vKcYCnS7qi2ZVJf8+rS5zVicTXlnRiqxbtRhrH95sSY5TxIBPX9GGT/8s7t1yZHA8+doxIbhoqi5TrVdNmQtMRoXAoqQIRZp0nZfSpRPDk4iEQ7aOfZDuJZkQMxdnNFfj+b39sFrbvfatCzA7UoaqcCjZt6hQcH014px7ZmdLEEGlsrQYpaEiTEVjmJiOYWwqmhw8iMWv551Wi+e6Tli+8ee7jtMqdjtIz6srz9lskdf7WifUMLiVRXkxw7mt52Ty75KiInT1DhveZNubImmvzYqUJSU3DVVleqtlFbHeYklzBMU6mq5ImZyZei+a6GlRpGlmv1FFzvGus5qT167hiShGJqOoKgupZFHNGlmUGLSOTEURi/G0wXWhY1Zv4ZV0yWxiQ48g3UvMEDPB0zMcd193Nm5/fLtpgPFv1+V+UstLKDAgCB/CGFMXdQsdU4eE4KK9OVIQzeNk41Xhoxd4va91lWLNhbvMhcyO4J3dfbj+wRew9uFUed7wZBSr791ky6tftG3W62afbbTF3HqINQYjk85n6rORuQDs1YswxjCnJhU8HD0Vz14cV2Uu1MFFcRFLul1xHg8wgoZZcOFFYG91YkOEIVj3EjNEWdSRwXGsWT4fj31iBRbPrjJc58y51QUdWADyZFEEQUimvrIURwfjN+SB0SmcVh93DdLq08006YWk47SCm8LHbKels7GvovvSKZ2GjHaxK5PRm+GUKQOrF4InrYQwF4jBxbI5+t+RLHckL5voaTGSpunJOebUhPFmf9xV7MjgBBY3RdA7LNRcVKdnmCLhEowmPs/wRFQllcoGVj6Xl4iBYljnu2xviqC1sRL7+6x30jaTLtmZ2FD4l3cuKfiBsR1EWVTv0ARmYhwdbY344Fta8K9P79Jdp5DkT0ZQcEEQPsXIMUpsOFYjNByzeuMvdLwsfJRNNva1rkJe5gKwL5PRBrWyZWD1GcwPcoG6mFs/c1ElqYA5G7IoLXrSNC3igEvJXBwbNM5cAPGA61giLosfE/kWn3oYGSkA2TV9mDDJXHR29+GAjcCCmUiXnExsAMC8uux8L/lCeWlxsvZxeoajb2QSTdVhHBHMDLTMjuRevuk1FFwQhE9pFPTjfUKX7lPjQk+A8lLVOlZu/IVOPnm2Z2NfVZkLlzUXCmbZsorSYvzoo2/RHZQ5kYFlGtw1ZLBtzjaT0RnsPTGSfLzUUBYl1Bg4lEVxzrMmi7KLWioSH2Qdz1BzAaiPydB4ds5FP5k+WOlxYSfJcHpDpakkygl+tvHOFXNqypMTN0dOjaOpOoxDJ8cNl58VgOCCai4IwqcYZi4y2HYS+eXZno19lVnQLdLR1oh715yXfCwWLjMAlyxqSFvHC6/+TD1hss2e3hFEEyPV+fUVqCrT/55Eyc+QwwBzaiaWfK9QEUNpyD+38zmazMXoZBTDiSCqtLhI5WCmoO514b0drd0MmtfdqMVAUUaPi/19oxnPG6cTG2IzRCKOWNT947/txyOd+7FPmGTQMsNtatHyEP9cjQiCUGEcXKRuChRcpONUwvDEtsOeDyC0ZMNfXrYsSkScnTtrbjWqE0HP6NSMyh1IwY0MzIg6HwUX6mJu4wxiWagIoUQwNhWNYTJqv3P6eBbrLewyTxhsHR2cSPZZAeL1Fnq9sLLdpdtvpg9i5kJrx+zFeeN0YuOXfz9ky3Ch0Ons7sP2Q6eSj5967Sjuemon9mWQsH3n6V0FfwwpuCAIn6JyixrVd4ui4CIdJ45GALD98CDWPrwZv9x60IO90kem+5IRXsiiFA6fGkv+3VJXgYVC/wa9mTsvZGB+kkWJ9RbL5tQYLscYU0ujHByXUZ9KooB0Bx2zegsgu5kLL7tdOyVTzYUX542bOhJFLpbNa6UfWb+1B2sf3oxeB9mcQj+GFFwQhE/Ry1x09Q7jhOC6cmKEUtR6rFu12NSeV49sSSBE7OyrE395TzMXA6nMRUtdORbOSjWMe7gzLg8QB2ReyMD8JIuymrkAtINp+4PHcbGYu8xfmQu1LGoCrxxM9TIZn5rRHaRXizUXHmcuvMgEuEUli9IEF16cN04nYRRyca30E05sfLUU8jGk4IIgfEqD0KX7QP8orn/wBay+dxOmZlJXs+t+8HzBp1edoDgaOQ0wstn3wuq+Ou1VIma3hiamMePmbqhBlEVNRGdUs8Eb3ziOu57aqepb4YUMzC/BBeccbxwz73GhUFXmTgaUTRtau1SHQ8m+FePTM7jnmd3J13YeHdLtZZJNWZTfTB+6eofx1KtHko93HB1UBWBeySfXuWyEl+seQbnEiY2vHoV6DCm4IAifIlps7jsxapjGL/T0qlOUxl9nz8s8yNPDawmEFmVfm3T8/wF1kzK7hIqLkrPCnKsNAdxy+FQquPjpC28aOqRs2T+ADz+0GY+9+KZ0GVi9gXww2xwbmsCpRGYoEg6hxcSyM+LSjnZ00r+yKMYYKg2K2RW0161syqL8YvqwfmsPLvr2n7D63k3o3NuffP71w/EA7Kr/2pS0nfZCPinDtSjb10o/4NTG14hCPIb+uiIRBJFEHDSZYbUnQNDoaGvEtRe0YPvhnbbXzXbfi462Rpw1twa9Q8cBANecMwcXLKiT0qukrrI0KTU5OTal+m1t2HEMT2w7hOGJKCLhEK69oAWrz2xOvp6pd8qhk6maCysGKD994U2UFheBAZZsNa3IwOoqSsFYKnCKzsQQKs7+vJlKEtVcrVu0LKIaTDuwox2fzn6PC6t0dvepiriNEK9b2cxcZMNIIROd3X248zevmzbE23VsGB95aDPuue4cKc0r9fZDBrnoEZRLvFAKFNoxpOCCIHxKdThkeRAGWOsJEESyKYFw28RQzAR84tKFOPe0Wtv7oEdtRWmyY7JS1P3gc3vxvWe70wZyz+zoRSQcwtVnz8HePv2M2UWt9fjcFW0ZG0UZMTUTs7ScVRlYcRFDbXlJsp7k5Nh0Tnzk1c3zzL9zt4NpdebCX8HFfTZkHsp16xOXLkw+53XmQskE2Jl9tmukYMT6rT24/fHtlq/rHMBtT7yGx25c4ap5pR6yZF656BGUS7z4vIV2DCm4IAifsuf4iK2mSUAqvVpIMyBuyYYEQlaX38Mn1QXSslAVdY9O44u/fAWPbztsuPzwRBQ/zyCz27J/AB87sMW15nhOTRhHB9MDlBWt9bjFRmfkusrSZHAxMDqVk+Bi51Hr9RaAe1mUXxvoOXVi+sCFLcnHbjMXVoJ8LzIBZihFwHZPG54IwNbffHHG5pV2zxtZMq9c9AjKJV583kI7hoX1aQiigHDjaELBRQqvJRCyuvwOjk8n5THhkiJbsjgzxEZ6T247hN+/fsz1NmUUM4r1H3Nrwrhp5UJHMrCGylLsOxGXmGS7qFsZyD4vnK92gwtnVrT+lEU5vW51H09ZFzsNLuwE+YqRgsxMgBluioCViaOOtkZ0tDW6zpIC8mReQcuWe/F5C+0YUnBBED7Fb44m+YqXEgi7XX4z1cSI9QvzastNNft2EIOLP+06Lm27bhEdj85uqcENHa2OtlMq1Fg8vu0QGqpKPQ+wMw1kv/n7nbj17e0ZBwxuay7GfJq5eEEoTLaD6GLmJJPjJMhfs3y+1ExAJmQUAYsTR+1NEde/cSfXRi2y5GL5RHtTBHUVJdKsvQvxGJJbFEH4FL84mhQCXvWSkNnlVy2JqrC2UYuIsqjJqLWah2zTUGVfytTZ3Re3NBUGtL9+6ZCu1alMlOZZRoOyvx84aergpraidSuL8kfmorO7Dxt29jpaV8zU2c1c2A3yxd9FR1sj1t98sarPRktdOTbcuhLrb75YahG3W7yYOHLaEwiQJxfLR+bWypGtFuoxpOCCIHxKrh1NCgkveknI7vIrFnPPk1hvAQC1EiVWXtFoM7gwG+B7ZdHsZiAr4rqg24eyKDuF3FouXzIr+ffIVBQxG/oht0E+5xzjQofsSLhE+kyyjMDAi4kjpz2BZMrF8pHTJFyjC/kYUnBBED6lvSmCFpuzI4WYXpWF0ktihYFfvN1eErK7/Io9IuZJmhVT3u8nzx+Qtj2vmFVlPQCSNcB3gqxsVbXrDt3+kkW5kf2c01KDZXNrkkES5/EAw6v31Qb5k9EYpoXmpBNCoCELGYGBV4NQs2ujFjd9dwqFay9oMV8oA4V+DHN/RSIIwpDVZzZFbYeCAAAgAElEQVThx50HLC1bqOlVmYjFkHc//Qb+vPsEAOC6C+bhu9efZ2tbsmtivHCKsmt76RQ7lslG2JFFORng50o3b+TgVuW2iZ4QXFSW5T5z4SaAO7elBkA8m6PUkgxPRFUBmOz3FesXtMGdGLjJwu3vz+uJI6NC8Xm15Th8atxV4XghsvrMZpSFihzJTP/58oW47aozPNgr/0DBBUH4mIta6y0FF4WcXvWC9qYIrjlvbjK4mJi2f4OQXRMjyqJkBBed3X1ZCSwA4FOXL8KDz+217YRTxFKuU1ZlUTIH+HaR6eCmcoty0kRPmNkvL8l9cOFG9jM7EgYQlyP1DsWb78UDLvPzQEaQrz3+4x5kLtwUT7MsThzJKBQPCita67Fpj/1rQkVJ4Q+9SRZFED6mvtJ8wFXo6VWvmFebKpo+JAzsrSK7JkZVc1HrvqD7G7/bmZXAopgBt121FI/euMK2DlmcmW6wKIuSLUezg8xsVcSlLErdRC/3gxU3sh9lXSd1KDKCfO3340VwATgrnmYA7qGJI19yxdLZjtYLgukKBRcE4WOMeh3cdGkrvnbNMumOJkFCLJoWJUlWUWYi7WAkbRibiib7M5QUM8x22QSuq3cYu4/pF47LZl7C2aqjrRF/ve1KvGOZtRvuBy9swbTQrdtq5iKXFs0ys1VqtygHVrTCALjCB7IoN9cgZV11wGVNKua0PklcT/teU9GYyhpXFnaLp89ojuCxT9DEkV8h0xVjKLggCB/TqDObW1sewpfefQZu6Gil9LULmiJlKE7c5ftGJh0VccqyuO0UUutVZSF0nxjRXc4qT758yNX6dljSrP4N/uijy7FoVmXGdT54YQu+8d6zknUDpcVFKivQTOTSolnmYEIMLkYmo7YHs2OT/nKLchJsA+qA20nm4rCDrKN2Pb0+I14UdQPmxdM15SV4z7lzsOHWlfjD51cGYiCar8icYCo0KLggCJ/S2d2HT/70pbTnT41HseaHL3rm4R8UQsVFaK4OJx8fcSiNcmNxq/RpuOnR1Pd8cmzadZ+GXUe9zVoUCx9YO7Dt7O4zHRj2Dk+ib2Qy+bihqtRy08BczhbKHEwUFzFVgDFq0R1JQWyiV+kDWRQQD7btqH60tQRigDlkMbiQUnOhsw2vpFFAqreGGJj/r45WbLh1JV792mrc/48XBGIAWgh41UMp36HggiB8SNLD/0B2PfyDhiiNcDoDqsxELmzUn603qonJVZ8GGYiz7P/zypFkIKR8puPDkxnWBjZ1nVB9bjs9LnI9WyhzMOFGGiUOfst9kLkA4oPmu68721KAoVdL4EQWJaXmQidz4YVjlJYpwWnon1bMp4AiD/Gih1IhQMEFQfiMXHr4Bw23dRcKHW2N+MeL5quea59dZVgT4/V3vHROta3l3bJl/wA+8tBm3P64+WdS+PbTO5N/j09HDZsL6pHL2UKZg4mICzvaUWFA7JfMBRAPth/7xAosbTYeKBvVEkQcBFsyMll6x94rWZTI4HjqfWvKzW13CX8iu4dSIeCfKxJBEABy5+EfRGRkLhSGNAOU8rKQ4Uyk19/x+8+fhx/8Za/l5UXOnFuNHUeGbK9nt/x1YDR1vLqPj2L1vZtwUWs91q1abPpZlQG+lQBtQUPm+g8nrFk+Hy11Ffjyk9txoH8s7fUVrfW4xcLniGRwLMrETIwn/fUZA8Il/pon7GhrxDOfX4mu3mE8+fKhpExv6ZxqvP/8eYbnhZNgy4nFqzaTpVdz4aUsCoh3BR8SgovqchqO5TNGfUKC2heEfs0E4SNy6eEfRGRlLgD1LCQA9I/oS4Oy8R23N0WwtDmCXQ4co7787jPw5CuH8au/x4vCa8tLcGrcfpM3JyhSsLuvPcd0lk8Z4N/5m9exv2/UcLn9faOWt2mHjrZGXLCgLhlcXL5kFi5rn2VrMFHl0I52TKjPqCgptlyvkm3amyK2moU5teddt2ox1j682VLArpfJ0q258FgWNTY1g2hih8MlRSgL+UPaRriD+oTE8dd0B0EEnFx6+AcRMXPhpNeFyFBacDGlu1y2vuOvXL3MVnGtwvj0jKopW7YCCwW7UrA3+40DC6fbtMqrB08l//7clW22HdwiqgJm68dZHPiW+0gS5RYnblGAe6mabs2Fx5kLkkQRhUwggwvG2CWMsacZYwOMsTHG2GuMsc8zxmxNHTDGbmSMPcgY25zYDmeMfcur/SYKn1x6+AcRMXPhxC1KROtuMz49o5phVsjWd5wsrrUZYcT323u9eSYUKZgZTuRlshgcn8beE/HAJlTEcObcGtvbqHbYpXt0SmygVzgz3tXl9gu6FRTd+/LT63Rfnx0pM9S9651bXtdciMGF2EySIAqBwAUXjLH3AtgEYCWAJwF8H0ApgHsB/MLm5r4L4JMAFgM4InE3iYCSSw//ICJmLo4NTrhqnKXNXAD62Ytsfsdrls/HYyaFhgsa1N3AJ6ZjukFRtlGkYEa4kZfJYPuhweTfS+dEEC6xP8h36halkkUVUHDhNHOh0NHWiO9/+ALd1+bVlRvWwOi9l9eZiyHKXBAFTKCCC8ZYNYAfAZgBcDnn/EbO+b8AOA/ACwA+wBj7kI1NfgjA6ZzzegCUsSBcQx0/s0u4pDjZqDAa4+gdmnC8LT1ZS/9oenCR7e9Y8dTfcOtKnH9abfL5T1++EOtvvhjFmtSGHzIXCplkTLmWEL56KCWJOrelNsOSxjixXgXUsqhCCi6qHdZciIhZCDF4e/3wIO7/0x480rk/LcDULeieiqU9JxOSRRGFTKCCCwAfADALwC84539XnuScTwC4M/Hwn61ujHP+DOf8Tbm7SASZXHv4BxFZjlHagm5Av6g7V99xe1MEV53VnHw8OhkfoGoDiYkp/wQXmaRguZYQviLUW5x7mtPgwplblCiLqiwrnKyl0xoUEVFe1lhVilCiEGN6huM//9SFu57amdakcmQy/b2o5oIgnBO04OLKxP/P6Ly2CcAYgEsYY9Y7OkmAMfaS3j8AS7O5H4Q/oI6f2UWsu3jkb/t1ZzatMDSePjg0KurO1XfcKjT625dwWNJ2hp6YnlHNjM+tCSNXZJKC5VJCyDlXBRfnOQwunMqixoXvrNyBHMuviMdjZDKKmAOZohikHegfSzoyaRGbVOa85oKCC6LACFpwsSTxf5f2Bc55FMB+xO15F2ZzpwhChDp+Zo/O7j5sezM1SHz69WO6M5tmTEVjujOdfaP6drS5+o4XzhKCixOj4JynWW5qC9GPDNqTisl0Rc30uXMpITw2NIETiS7klaXFWDSrytF2RFmU1hAgE0rWCSiszEWouCgp8+I8PfC1gp7EyQjFRUwv6+h1cCF+3xRcEIVG0IILxc5j0OB15Xln01AO4ZxfqPcPwK5s7gfhH6jjp/es39qDtQ9vxjGDOgtxZtMMI728UeYCSH3HCxv1m7x58R2fVl+RDGiODI5jeDKaNrPrpuaitbEyYwG5HcykYLmUEL7SkwpIz26pQbHVNJQGtVuUdRnQ2LRoRVs4mQvAfVG33XViHLqOY173uaCCbqKQybspD8bYAQALbKzyM875R6xuPvG/c8sYgpAEdfz0js7uPkvdnZWZzUxOM4DxrLNRIz2FjrZG/NOK+fjW798AAJw/vxbvOXeuZ99xWagYLXUV6BkYA+fAGzqduONuUc4GVvv7RjErUob1N1+c9rutKC22dMwB61Iwt83TnPLKIff1FoDzpnFjwux8RQHJooD4Mekdip83ToKLfSfkuIFls+aimtz+iAIjH3/RewHYydOLFrFKZsLIkLxasxxB5Bzq+CkfJ/0RMgUXerIKQN8tSos4g7ly8Szc0NFqbccc0tpYiZ6BeFfpHbrBxYyrWdvO7r7kb1bvd2sWYNiRginyMpnbtILYPO98F8FFlcNZejH4qyggWRSgzVzYL+reddT/wUVX7zB2HE4NM0ZtSLkIIh/Iu6sS53yVi9V3A3gLgHYAL4kvMMZCAFoBRAHsc/EeBEH4GDf9EYyCPDFAiIRDyYFiXwZZVHLdLGuvWxsr8VzXCQDA60fS51GGJ6KYmnFuw5nJ9WjN8vloqavA/Rv3YLPOd7CitR63rFpsKwjwYpuZmIlxVY8Ld5kLZwPpQu1zATjP5iTXkTRQ96LmorO7D/dt3JN2/fn6Uzvx9OvHsE7i75QgckneBRcu+TOADwO4CsDPNa+tBFABYBPnPLOWgSCIvMVNfwTD4EIYGC6cVZWc2TaTRQHZ114vEoq6d+pkLk6OmQdEmTBzY/JC7idu87evHMb3nt0LAGioLMX6my82XV/ZlwN9o+gdmkBTTRinN1Tq7tPeEyNJK9jZkTI0Vzt304poOnRzzsEsVMSLmYvKggsu3NnRuuiDqUJ2zcX6rT0ZM2xKjdfd155DtXRE3hO04OLXAO4B8CHG2ANKrwvGWBipJng/EFdgjFUAmA9gjHPek82dJQhCPl70RxBtaFsbKpLBxcDolOmAURxAZUN73dqYcjbac3wk7XUrAVEmrM68eiH3a2+K4PNvb8eDm/Zheoajf3QKwxPTqtlwEaOZZJGLWutVM8piMfe5p9VaCgaMKAsVo7S4CFMzMUzPcExGY5Y6fYsD3/LSwrqNV7ss6JZ1DsmURcmu8SIIv1NYVyUTOOdDjLGbEA8y/sIY+wWAAQDvQdym9tcA1mtWuwjAswCeA3C5+AJj7BMA3pZ42Jb4/xrGWEvi712c87tlfw6CIJzjRX8EMUCYFSlDpCyUdGIaGo+ipsI4IyEGJlmRRQmZixmd0c6AUCdSFirCZNS6RMoPDR1DxUU4vaEyGTjtOzGqK10ym0lWUGaUP//2dkTCITz58uHka077W4hEwqFkbc7QxLSl4EK0aC28zIU7WVSRJC/k8Wl5Hbrv/sMuqTVeBOF3gmZFC875bwBchnjTvOsAfA7ANIAvAPgQ59xOUvVtAD6W+NeReO4c4bmrJO02QRCS8KI/gtr5pQQNVaXJx0a9LozW9Zo51WGUhYwv/WINSFN1OC8bOrbNTmVnunWyM1ZnkhViHPjPP8a7O78m1Fs89eoRxzI7BSddusemCtiKtsxdQbe0mgsJsqjO7j5c/cBfsf2wPY8YpcaLIPKVwAUXAMA57+Scv5tzXsc5L+ecn805v5dznnY14Zz/hXPOOOeX67z28cRrRv/S1iEIIrd40R9BVTdRUYL6ylRwkanXBaCRRZV7n0wuKmKqTt2ZmBUpw3euPdu0MZ7fGjqKTe26T6QHF3bcwjKx69gwPvKQtV4oRjhxjFLVXBS0W5T9QMGp7FGLW1nU+q09+MjDm/H64fS6Jiu4DVoJIpcEMrggCCLYrFu1WOqMvMrxKVyChqqy5GOzGgYxMMlWp16rwUVFaTHWLJ+P//jAuYbL+LGho5i52KvJXDhxC8sEB3Db4685HgxGyuzLgFSZiwLsc6HgJHMxIilzYWQvbYUHn9uL2x7fDls6CA2ygiSCyAUUXBAEETiU/ghmAYaVGfkNO47heWFg2X18GI0qWZRx5iI6E0s6DxUxoCpLxbl2ggsAuLQ9/fN/5vJF2HDrSqy/+WLfZCwUMmUuvJgR5gC++budjtaN2OzS3dU7jGOD48nHvQYd5vMV9x26U8ewpa7c8X4Mjk87ykit39qD7/xhl+P3VXBaG0YQfoB+vQRBBBK3/REefG4vvvdsd9oA6HvP7kVpcSpqyZS5ENeNhEtQZDWd4pKFwuA7ExWJYKdSJ+i5+fJFWakRccKi2angqad/DNMzMZQUx+fSvJoR3nVsOGMvFCOqVNarxvtm5Gx140/+nuZolc+4KejmnKsyF59auQh3/s/rjvfltsdfAwfHmuXzLS3f2d2H2x/f7vj9RArhuySCC2UuCIIILB1tjVh/88W45pw5yefefVaz6Yz8F3/5Cr7zh12Gg5+pmZQeIlPNhaqYOwv1FgpWMxdKsbBWelNSzHD01LjeKr6gojSEebXxWetojOPN/tHka17OCD/58iHb61RbGEyv39qDjzy02VDOtWX/gOvaD7/gps/FZDRu6QvEf6Mffut8y791PeKSt+24/sEXLGW87tu4BzLabPjBdY0g3EDBBUEQgWdObUo+ce5ptRlv7A8+txePbzts+LqWLQf6DV9T97jIXhZgoVVZVEkxOrv78KEfvah6fnqG453/9VfLg65csFCw3BUdo7ycEd511L7Dj5lblDIbbjZodVv74RfMgq2u3mE80rkfD2zcg0c696tclcSsRSRcAsYYvvW+s0wNCcxQ7IgzBW+yann85LpGEE4hWRRBEIEnLFizmrnEfO/Zblvb7u5NdytSUPW4yGJwUVdZitqKEpwayzwzvL9/FD9+eHNedhVum12Fv+6JD7T3nkhlLhS3MJlF3W6oMrFe/cbvdlqeDVdqP575/Eo5O5cD1DUXqeORqeGhIgubJ0wSKMe1o60Rd197ti3rYT3MGtzJCOr85rpGEE6hzAVBEIEnLPQKyBRcbNhxzLYOfIbH19NDzFzUZMkpCogPhKIz5k3C/vzGcctdhf02Y56p14UdtzA7LJ1TbXudTDUGXb3D2H3MXjZEqf3IV6pUBe5RcM6xfmsP1j6cWRa29uHNeEKQpYlB25rl8/HojStQmqG/ixWUBnd6uK3lOaelxneuawThFAouCIIIPGJNQabmWU9ss6+pz7TeUA5qLpSB2sikuY+/1YneTIOuXKFyjNIEF1bdwuzy/vPn2V4nohlMizip4XCznh8oKS5Kno8xDmzcddxS1iHGgQf+nMoqamtrZkXKMGWj27wRRg3u3NTynD2vGr/97NsoY0EUDBRcEAQReFTBxbTxAMSJNSaglj+JiIPenoExz2ec7XamtoPfugqrel2cGAHXNB1QZrNX2GyoKJuqDAXMTmo43KznF8SA63t/7rb8exW/4oimuaDMzNqjLxxIe85pYMAYcPu7znC3QwThMyi4IAgi8JRblEVFHM5OlpWoL7Wd3X24/sEX8NDf9iefe3HfAFbfu8nTImlZnamN8JM0qiFRVwLEm84dHUzvB9HR1ohffPKtKJaUwXDy+atd9nUoRMTz7JWDpxxtQ5tJkGlB/OzuE2nPKbU8drmHaiyIAoSCC4IgAk+4xFpwce0FLY62f+ni1ODBqn5ctq2o7M7UevipqzBjTCWN2ntCv7B+MhqD4hxcXMQQcqGVcvL5M3WkdlLD4WY9vxCRYG5QpclcyLQgPnRyXDdLt27VYlvOVHe8aynVWBAFCQUXBEEEnrBKFmUcXKw+s9lR9qK9KT7YsypL8qJIOhtZBb91FW7LUHehMCbU2FSVhdBUHXb8fk4+vzgI1tZcOKnhcLOeX3CaIRTRfheyswPa80lxs+IWMoMMwL9ddw5uvmyR1H0iCL9AwQVBEIFHrLkYz1DQDQCfvaLN9vb7R+Nduu3IkmQXSWcjq+A3eYfYqdsouBgVBvSVpcWoLC3WXc4KTj5/JIMsqr0pgqXN9pqpndEcyfsGbDJsmbU1F05lS0aI55NZNlJkRWs9HvsEuUIRhQ0FFwRBBJ5yi7IoALj5skW47gJ7M8N9I1OOZEkyi6S9zir4sauwtqhbDzFzUVEWQt+ocUf1TDj9/JWloaSUZmxqJs0i+CtXL4NVpQ0DcOfVy2zvg9+QkrkoS9+GTAti5XyyY5LAEG+Q57cgnCBkQ8EFQRCBp7w0dSnMJItS+O715+GOdy01HARFwiFcKgwg+kcmHcuSZMmZvBzQ+LWrcNus1GC/+/io7jKjU6kZ6GIGDDgILpiLz19UxFQD4VGNRXBHWyPuvu5sUy0/Y8A91xVGcbB4Xp1WV55hSWOqdLIfMi2IleNsJxvJ4T/LZoLwAgouCIIIPGGLVrQiN1+2CNu//k68Y1lT8rn22VX44doLsf3r78RVZzcnnx8YnXIsS5IlZ3IiC1lQX2E6EPNzV+F5deXJxml9I5MY1OlIPiYM5icd9kG45pw5rj6/KOHR2tECcdvcx25cgdmRMt31V7TW47ECasAmFnSfP7/WUTBgFPjLsCBWslS5zkYShF/xV/UdQRBEDrAji9LSWFWa/Pujl5yO1WfGg4qGytTzfSNTWGJTO68gU860btVirH14s+WZ1rveeyZKiotw/8Y92KwziFrRWu9rmUdxEcPCxkrsSnS57j4xggsX1KmWETMXRQ6ntBfPdicHi4RLgIRVrpEdbUdbI05vqMTx4Xj9zvvPn4dzWmrQ0dboOzmaW8TAoLaiFN+59mxT6RFjQGtDJfb1xTNU2poLkY62RnS0NaKrdxid3X3YcXgIj287ZKlppJilc5ONLLTvjCBEKLggCCLwhG0UdGsRB4PioKihKjXL3D866XgALnPgrshCrGjEixlw+ZLZyfWUgdjIRBRV4VDeDGrbZlclg4u9x9ODizEhuKgocVbM7TYAzNSlW4Fzjq7jqRnv/+edSzCv1plkyO+o7XmjaKmrwOKmCHYfM57xb59dhaOD48nHO44M4hKTc6e9KVX8vry1zvS80Gbpcp2NJAi/QsEFQRCBR9vngnMOZtGwXhwMqoILIXPRPzKVlCXZkVF4USS9Zvl8tNRVGGYjFCp13HbyIZjQYtbrQqxxmF9fgdePDNl+D7cBYJXKMSpdFgUAJ0YmcSoh66oqC2FujXPLXL8jnke7jg1Zyrbt7lV/t99+ehfu/3M3PntFmyXLV7PzQi9L5zSo9JtlM0HIhn7hBEEEnuIihlAxQzTRTe1Hf92Hy5fMtjSYFjMXVWWpGVdV5mIkLmWxI0vyskhaKwsZmYhiz/Fh/PbVo8llKkoL4/YgOkbp2dGKmYs5teW46PR6bDmQ3QBQO1Ovxx5h8Nw2u8py8JuPiMHFG0ed1ycMT0TxnT/sQvfxEfz7B881XV48Lz74f17A4Hg8mPvJDRfhsiWzdJd3gl9lhAQhCyroJggi0HR29+H6B19IBhYA8K9P78Lqezfh+gdfMNVVj6iCi9SgqDocQqKWGKNTM/jhpr2YFSmz5FaTrSLp9qYIbuhoxedWLcaqM5pUr1W46PfgJ1TBhUnmorK0GOvebj2gkxUAqnpdGMiiRElQe1OV7jKFgow+FyK/eukQHnxur+Xl25siaBaaKc4yKKR3YpLgR8tmgpANBRcEQQQWs+ZXW/YPYO3Dm/HLrQcNt6Eni+rs7sOaH74I0XxICVge33YY//uqJSg2CDBWtNbj0Rw4/4Q19QblBRJctDZWJm1cDw6MpVkNq2ouyuK1JAvqK0y3KzMAFIuPjWRRe46LwUVhD05l9LnQ8r1nu20tX1mW+v2LRf9a7PTO8KtlM0HIpjDy3gRBEDax2vwqxoHbn3gN8+rKdQeSonVoJBzC+q09Gbe7Zf8A/n5gIPl6WXERPnNlGyI5LpIu1wQXlQUiiwqXFOO0ugr0DIwhxoED/aNY2lydfH10Sp25AICzWmrw5sCY4TZlu2Rl6tKt0CXIohYXfHAhN3MBxI/rhh3Hkm5uZlSqeo8YBxdWTRL8bNlMELIpjLsHQRCETew0v4rxePMr7cCAc67KXLx66JTlgEXhjLnVvpjN1GYqCiVzAQCLZlWiJxEsdB8fUQUXY8L3p9SZ6BVLr2itx1VnNXsSAIqDaT0nIc65qjdCocuivMhcAMAT2w5ZDy5KxeAis4OcUgz+naff0DUE8LtlM0HIhoILgiACh5vmV+LAcmxqBjwRKJSXFOP7z+61HLAoLJ7tj4FiOKQOJgql5gKI1108u/sEAGCvplO3KnORmK1urkm3eL3qrGbc0NHqyf5VmciieocmkxmNSDikqgcoREqKixAqYojaPZlMMMoK6WE1c6HQ0daIL75zCW54ZCsAYEFDBT5+yel5Y9lMEDKhmguCIAKHm+ZXIuJgJVxSZDtgAYDaCvkSECeUlxZpHhdWcKGgLeoWay4Unf0cncyF6P4lGzNZlDprESlopygFL7IXdrZZZbHmQqR/ZCr59/mn1eKGjlYKLIhAQsEFQRCBQ1bzq5HJ1CxzkcMBn5nkIltoC7oLpeYC0PS60NjRisdfkUXpBhdC3xLZmFnRBkkSpVDnwfG+9oIWy8tW2MxcACnLaQCor/QuGCUIv0PBBUEQgUNW86shYSBYYmT/ZIJf5Efa4MIv+yUDMXOxr28EMUFuo5+5SJdFDU/quzjJwMyKVgwuFs8Oxky47KLuSDhkud4CUEvVRixOAAyMpjIXDVXeBaME4XcouCAIInDIan4lZjKcyojm1qYPZHOB1i1q17Fh1aA2n6mtKEVjYrA3MR3D4VPjydfUfS5C6Ozuwy0/fzltG596dJulvidOEIOLwyfH8EjnftWxF52igiKzqRaOiQwV2GevaLO1fKVwPlvNXPQJsqhGCi6IAEPBBUEQgUNW8yvRKWquzmy3Fd62OPcOMp3dfclCVIXnuk5YbiSYDyycpV93IWYuNuw4Fu97YtCh20rfE7t0dvfh1vWvJB8PTURx11M7k8f+b3tOqDqLB0UWJQZcn7m8zZXxwQcvbMHNly2ytY5KFmW15mI0JYtqIFkUEWAouCAIIpDIaH4lOvvMqS23HbA0VpXmfCY62UgwiwPqXCBKo8S6C9Et6ttPv2G574mMgEs59tt6Tum+vmX/AD764y3JILa2osSwW3ShESlLyaLm1pZjjdBU8rzTavC1a5Zhw60rcce7lhoWakfCIdzxrqX49w+ea/v9qxzVXKQyF/WUuSACTOFU7BEEQdhARvMrsfi2qiyEdasWY+3Dmy3b0V65dLbd3ZaKrEaC+UCbmLlIBBfTMzFMCW3U3fY9sYOdY6/QPjsYTlGA1kFrGseGJpKPrzprTtIWuL0pgpsvW4QNO47hiW2HMDwRRSQcwrUXtNiqsdCitqK1X3PRSJkLIsBQcEEQRGBRml/dv3EPNuvYyJo1vxJlUdWJDttWAhaFVWc0Od53GchoJJgvLBIzFwlZ1NiUc6cuvb4ndrBz7BUWB40lC6IAAB7pSURBVEQSBaQ7aB0R6mT06pRWn9nsKpjQoqq5sCCL4pyjT3CLooJuIshQcEEQRKDpaGtER1sjunqH8f7/7kzOUj5640W4dPGsjOuqMheJmVazgKWkmGF6Jj6qzGUDPVmNBPMFURa1/fAgHunc77p+obO7z9GxcHLsAaC23B89UbKBNnNx5FQqczEvCyYIdpvojU7NYDKRBQuXFBWU2xpB2IVqLgiCIBCXV4j9ECos9HkYUcmiUgO/jrZGrL/5Ymy4daXKovaxGy9KBhalxUWYX18hY9cdIauRYD7Q2d2HW3+RKpqemI7hrqd24sMPbXG1Xaf9UpweQz2b2kJF21hQzFxkI7iosimLEntcNFSWBUa+RhB6UHBBEASRoLk61Tzt2OBEhiXjiLIovaLS9qaIyjXm1HiqAHzhrEqEinN3CZbVSNDvmBWsu8FpvxSnxzBIs+GiLOrEyCT6E/UMoSKWlaL2CpuyqH7qcUEQSSi4IAiCSCB2Zj46OJ5hyThDgluU0UCzujz1/Etvnkz+vSiHkihAXiNBP2O1aNopTutPnB7Dpur0zuGFitjnYvexVM+P5powiq3avLnArixKdIrysps7QeQDFFwQBEEkaBZ6VdjOXJQZBBfCDKxoOZrLegtAXiNBP+OkaNoqen1PrBKEY+8WMXNxfDglOcpW08myUBFCiSBmeoZjMppZGqWSRVWRUxQRbCi4IAiCSKDKXAxZCC4mRFmUfrGtKJfaeWQw+ffi2bktipbVSNCvOC2atoJR3xOrODn2DZUleXPsZWDUuyIb9RYAwBhTZS/GTOouVLIoylwQAYeCC4IgiATNNfZqLvTcorRUCw4/SjE34A9bURmNBP2K06Jps8ORqe+JHewcewDoH50umG7pVjAKLubWZk8aJtrRjphIo1SyKKq5IAIOBRcEQRAJ5tgMLsQBR5UFWZRCcRHD6Q2VDvZQLkpfDrNBrqwBdTZxWjR93QUtWGGQVVjRWo9Hb1yB64Vu0U6xeuxFCqVbuhWMMoHZkkUBmroLk6Lu/lG1WxRBBJn8qcwjCILwGLFgtndoAjMxblg8Gotxa8FFefrzCxoqUBryx9yO20aCfsVp0fSZ86rxH9efi67eYXR292FkIoqqRINE2bIks2OvRyF0S7dCaagIZaGiZO8IhWzJogB7Rd1i5qKeMhdEwKHggiAIIkG4pBj1laUYGJ1CNMbRPzKJ2QYOPSPCTGZlabFhEKI3A5vrYm4tYiNBrwfU2cLpwFuxIG1vimTlsyvH/poH/obthwfNV0D+d0u3SiRcgkmhUBrIdnAh2NHaqLlopMwFEXAouCAIghBorg5jIDFQODo4YRxcWKi3APRlUbku5jYiWwPqbKAUTdst6n5i22GsWT7fo73Sp6t32HJgoZDP3dKtUh0OoU8TXMzJZnBRaidzIbpFUeaCCDb+yMsTBEH4BHWvC+O6C3UDPX19OKAvi/JDMXcQuO6CebbX2bx/AOu39niwN8YEqVu6HbRF3TXlJYbyQy8Q3ytTQTfnPDkhAQD15BZFBBwKLgiCIATUjlHGjfSGxQZ6GQY8epmLUBaagBHA2FRmKYsRtz++PatF00Hplm4XbdCezWJuAKgQZFGZfktD41FEEw1VqspCCJcEp5M6QehBwQVBEISA1V4Xw6oeF/rBRWd3H+55Zlfa85/5/14OlK1ornA6+OaIF01n6/sJQrd0J2izfvOyaEMLqAu6M2Uu+kZJEkUQIhRcEARBCFjt0m0WXKzf2oO1D2/GjiNDuusHyVY0V7gZfCtF09mAOnbrE1MbRSWL7bNFlcWaC1WPC5JEEQQFFwRBECJWay72nhhJ/n3k1Di6eoeTjzu7+3DHE9sR43prplBsRSmD4Q1uB99K0bTXFHq3dLt0dvfh+gdfwDM7jqme/+2rR7Oa8asQO3RnkEWpi7nJKYogKLggCIIQMOvSrQx8/utPqVntVw4OYvW9m5IDn/s27jENLBSyOUMeNJwM2rVkayBbyN3S7aBk/IxcvrKZ8asqs9ahW7ShpcwFQVBwQRAEoaK5Wh1ccJ6KEqwMfD7ykPHrRmRrhjyI2Bm065GtoulC7pZuFb9l/Kw20VPJoqjmgiAouCAIghCpLAuhOqHVn5qJJS0mrQ58LCYs0iBplDcog3an8UU2i6bXLJ+PR29cgRUG2ZYVrfV49MYVuH75aVnbp2zit4yfKrjIJIsSC7qpgR5BUBM9giAILc01YQxNxGsqjg5OoKGqzNbAxwmFbiuaS5SmeLc9vt32utnOEBRit3QrdPUOO874eXVcrDbRo8wFQaih4IIgCEJDc005unrjwcWxwQmUhopsD3zsUui2orlmzfL5eHzbYVvfYy6LpgupW7oV3DQS9Cy4EGouMgYXlLkgCBUkiyIIgtAwR6i7+PnWHvznht2ev2chauj9BhVN+xc/NhKsUsmiKHNBEFah4IIgCEKgs7sPfxNmUTe+cRzP7Oj19D0L2VbUT1DRtH/xYyPBCpUsKlPNBQUXBCFCeXiCIIgE67f2WCralgnNkGeXNcvno6WuAvdv3IPNOhKpFa31uGXVYgossowfGwlWWejQPRPjODmWCi7qKyi4IIhABheMsUsA3AngrQDCALoB/BjAA5xz4+kJ9TbmAbgWwLsBnAFgDoARANsA/IBz/oQHu04QhEdYdYOyA2MAz7A9miHPDUEtmvYzSk8SP9XEhEuKUMTizlRT0RimZ2IoKVYLPk6OTSXP8dqKEoSKSRBCEIELLhhj7wXwOIAJAOsBDAC4BsC9ADoAfNDipj4H4DYA+wE8C+AYgAWIBxxvZ4zdyzn/gty9JwjCK2S7QSkz4DRD7l+CVjTtd9atWoy1D2+2dB5mI+PHGENlaQjDiazF2OQMairUwYOq3oIa6BEEgIAFF4yxagA/AjAD4HLO+d8Tz38FwJ8BfIAx9iHO+S8sbG5LYhvPad7jDAAvAriVMfYzzvlLUj8EQRDScWKDmQll4EMz5ARhHaUmxiyDmM2MX2VZKrgYmYqipqJE9Xr/iOAUVUVOUQQBBCy4APABALMA/FQJLACAcz7BGLsTwEYA/wzANLgwkj1xzt9gjK0HcBOAywFQcEEQPkdmAzu9gQ/NkBOENfxWE2NmRysWczdSMTdBAAhecHFl4v9ndF7bBGAMwCWMsTLO+aTOMlaZTvxPXbEIIg+QZWdJUieCcI+fMn4qO1q94ELIXNSTLIogAAQvuFiS+L9L+wLnPMoY2w/gTAALAbzh5A0S0qvrAHAAGyyuY5TdWOpkHwiCsIcbO8uORQ14+7ImkjoRhGT8kPEzs6NV2dBSAz2CABC84KIm8f+gwevK87VONs4YYwAeAtAE4L85544CFIIgsoubTMPblzXhho5WiXtDEIRfqDSxoyVZFEGkk3fBBWPsAOKuTFb5Gef8I1Y3n/jfqWfMdxF3m/orAMtOUZzzC3V3Jp7RuMDhvhAEYZH2pgjOmleN1w8P2V6XJFAEUbhUCTUXYzpdutWyKMpcEASQh8EFgL2I28ha5Yjwt5KZqNFbEEC1ZjnLMMb+HcCtiNdu/IPLmg2CILLMHe86Ax9+aLOtdaizNkEUNhUZai66eoex80hqQkIv+CCIIJJ3wQXnfJWL1XcDeAuAdmhcnBhjIQCtiBdh77OzUcbYvQA+j3i/i6s552Mu9pEgiBzQ0daImy5txY/+ut/S8tRZmyAKH3WX7njNRWd3H+7buCfNvvpffv0afvXSIawjUwci4AStleSfE/9fpfPaSgAVAJ63mnVgcb6PeGDxR8QzFhRYEESe8uV/WIabLjWvn6DO2gQRDCqFgu6xqSjWb+3B2oc3G/bF2bJ/AGsf3oxfbj2YrV0kCN8RtODi1wD6AHyIMfYW5UnGWBjAtxIPfyCuwBirYIwtZYzN1zzPAPwQwKcB/AHAezjn417uPEEQ3vPlf1iGn31iBc5p0VdPrmitx6M3rsD1y0/L8p4RBJFtxD4XXb3Dpg3+ACDGgdufeE1q/xyCyCfyThblBs75EGPsJsSDjL8wxn4BYADAexC3qf01gPWa1S5CXO70HOJN8RS+CuATAMYBvALg9ni8oeIVzvlvJH8MgiA8pqOtEb/97Nt84bNPEETuEN2itr150jSwUIhx4P6Neyi7SQSSQAUXAMA5/w1j7DIAX0a8H0UYQDfi7k73c86tOkUp2olyAHcYLPMTABRcEESe4geffYIgcocYXJwYmcqwZDqb9w+gq3eYriFE4AhccAEAnPNOAO+2uOxfkLKoFZ//OICPy9wvgiAIgiD8Q2VpsflCGejs7qPggggcQau5IAiCIAiCsISYuXDCyATZ0xLBg4ILgiAIgiAIHapcBhdV4UAKRIiAQ8EFQRAEQRCEDseH3fXDpYJuIohQcEEQBEEQBKHDjsODjtdd0VpP9RZEIKHggiAIgiAIQoepmZij9RiAW1YtlrszBJEnUHBBEARBEAShQ11FqaP1rjl3DkmiiMBCwQVBEARBEIQOb1vsLED47JWUtSCCCwUXBEEQBEEQOrQ3RVBSnNbqKiNUa0EEHQouCIIgCIIgDGisLLO8bBGjWguCoOCCIAiCIAjCgIaItbqLIgbcfe05VGtBBB7q7kIQBEEQBGFAZWlqqLSkOYLdx4bTllnRWo9bVi2mwIIgQMEFQRAEQRCEIWKX7n+6aD6+9tsdAICK0mL8yzuXoKOtkWosCEKAgguCIAiCIAgDKoTgYn/faPLvhbMqcUNHay52iSB8DdVcEARBEARBGFBVVpz8WwwuZkfCudgdgvA9FFwQBEEQBEEYINZcqIML6y5SBBEkKLggCIIgCIIwoFKQRfUMjCX/puCCIPSh4IIgCIIgCMKAsamo7vOzqkkWRRB6UEE3QRAEQRCEhs7uPty3cQ+27B/Qfb1/ZDLLe0QQ+QEFFwRBEARBEALrt/bgjie2I8aNl7lv4x7MrSnH9ctPy96OEUQeQLIogiAIgiCIBJ3dfaaBBQBwDtz+xGvo7O7Lzo4RRJ5AwQVBEARBEESC+zbuMQ0sFGIc+Obvdnq7QwSRZ1BwQRAEQRAEAaCrd9iwxsKIXceGcf/GPR7tEUHkHxRcEARBEARBAI4lTvf+sYvkUQSRgIILgiAIgiAIACMT+razZnCAshcEkYCCC4IgCIIgCABVYecmmpv3D6Crd1ji3hBEfkLBBUEQBEEQBICOtkZX65M0iiAouCAIgiAIggAAtDdFcFFrveP1ncqqCKKQoOCCIAiCIAgiwbpVi8EcrutGVkUQhQIFFwRBEARBEAk62hrx+XcsdrwuQQQdCi4IgiAIgiAE1q1qx9LmiK11VrTWo73J3joEUYhQcEEQBEEQBKHhK1cvQ5FFfVQRA25Z5SzbQRCFBgUXBEEQBEEQGjraGvGda882DTCKGHD3teeQJIogElDlEUEQBEEQhA5rls9HS10F7v+/7d17kCV1dcDx75HnAgKyqGhQltcKaEIsIbyCLFBREytoVIxau4rB+KgkiGUqGCuYJTEpy4qKMQ+JAQFB0WACIQJCAStPpUiyIVRAMO4CCrLAwvJaIMDJH7+e7GS4d/b27G/undvz/VR1NduPX/fvcG5Pn3v7ccUd/GDV2ufNP2j3nTjh6L0tLKRJLC4kSZL6OGyvnTlsr525/b5Hue5HD/DYk8+w3dabc9heO3uPhdSDxYUkSdJGLH7pCy0mpAF4z4UkSZKkKiwuJEmSJFVhcSFJkiSpCosLSZIkSVVYXEiSJEmqwuJCkiRJUhUWF5IkSZKqsLiQJEmSVIXFhSRJkqQqLC4kSZIkVRGZOep9UB8R8eCCBQt22nfffUe9K5IkSeqwW2+9lfXr16/NzIWb0o7FxRwWEauA7YHVQ9rkPs34tiFtb9wZr/aMWXvGrD1j1p4xa8d4tWfM2ht2zBYBj2Tm7pvSiMWF/k9E/CtAZr5u1PsyDoxXe8asPWPWnjFrz5i1Y7zaM2btjWvMvOdCkiRJUhUWF5IkSZKqsLiQJEmSVIXFhSRJkqQqLC4kSZIkVeHToiRJkiRV4S8XkiRJkqqwuJAkSZJUhcWFJEmSpCosLiRJkiRVYXEhSZIkqQqLC0mSJElVWFxIkiRJqsLiosMiYteIOCMi7omIpyJidUScGhEvatnOTs16q5t27mna3XW29n3YImJhRHwgIv4pIn4UEesjYl1EXBsRx0fEwJ+VJk7ZZ/jZbPZj2Gr2tVa+zmURcdw08ZoYnh2wrU7lWUS8IyK+FBHXRMQjTT/O2cg6h0bExRGxNiKeiIibI+LEiNhsBtvfLyK+FRFrIuLJiPhhRJwSEQtm3qvZ1SZmEbF3RJwUEVdGxN0R8XRE3BcRF0bEkS23u2gjOXxenR7W1TJe1ftYM1+HpWXMzhzg+HbFgNsd1xyb0blE145lmw9rQxquiNgTuB54CXAhcBvwS8BHgTdFxGGZ+eAA7Sxs2lkMXAmcB+wDvB94c0Qckpk/np1eDNWxwN8C9wJXAXcBLwXeBvw98KsRcWwO/tbJdcCpPaY/VmFf55pN7mutfB0DK4FT+sw7HDgKuKRFe13Ksz8C9qfs+08ox5m+IuItwLeBJ4FvAmuBXwe+ABxG+UwPJCIOohzftgDOB+6m/L/4FHB0RBydmU+17M8wtInZnwK/CfwXcDElXq8CjgGOiYiPZuZfttz+fwAX9Jh+S8t2hqVVjjWq9LFmvg5Zm5hdAKzuM28ZsAftjm8wfjnW+lyik8eyzHTo4AB8F0jg96ZM/3wz/csDtnNas/znp0w/oZl+6aj7WileR1E+zC+YMn0XysEhgbcP2NZqYPWo+zSkuFXpa618HecBuKHp6zHDjP1cGYAjgb2BAJY0sTinz7LbA2uAp4ADJk3fmlKkJvCuAbe7GeWE+//FnvLL/vnN9E+MOj4VYnYc8Noe048Anm5i+bIBt7uo2daZo47BLMarWh9r5utcjtk0bewIPNH0f+eO51irc4muHsu8LKqDImIP4A2Uk4+/njL7j4HHgWURse1G2tmW8m3D4816k/1V0/4bm+2Ntcy8MjMvysznpkz/GfDl5p9Lhr5j80CtfB1nEfEa4GDgp8B3Rrw7I5GZV2XmHdn8NdyIdwAvBs7LzJsmtfEk5ZtWgI8MuOkjgH2BqzPznye19RzwB80/PxwRMWB7Q9MmZpl5Zmb+e4/p3wNWAFsCh9bfy7mjZY7VVDNfh6pSzJYBC4B/zMwHKu3anDSDc4lOHsu8LKqbjmrGl/VI8Ecj4jrKydzBwHTXPx5COSBclpmPTmnnuYi4DPgg5ZuNLlwa1c//NONnWqyzVUQsBV5JOTm+mfKBH+h6+jGzqX2tla/j7EPN+PSWOTKf8myyiZy5tMe8qynfkh4aEVvlxi8B6NtWZv44Im6nXBa6B/DfM9zfuW4mxziAl0fEh4CFwIPADZl5c9U9G70afayZr+Pot5vx381g3S7lWK/PWSePZRYX3fSqZnx7n/l3UE7WFjP9ydog7dC000kRsTnw3uafvT78/ewCfG3KtFUR8f7mm8Iu2dS+1srXsdTcZLcUeI5yTW4b8ynPJuubM5n5TESsAl5N+SN660zbatxByb3FdLC4iIjdgKMpJzFXt1z9V5phcnsrgPdl5l1VdnD0avSxZr6OlYg4BPh54PbMvGoGTXQix6Y5l+jksczLorpph2a8rs/8iek7DqmdcfYZ4DXAxZn53QHX+Srlj/UuwLaUA+tplGtIL4mI/WdhP0elRl/ne569k9K3SzLz7hbrzac8m6pmzszb/IuIrYBzga2A5Zn50ICrPkG5Qfx1wIua4QjKDaxLgCs6cBljzT7O2xyjXN0A8JWW63Utx/qdS3TyWGZxMT9NXG+3qded1mpnToqIE4CPU55ctGzQ9TLzlOa6y/sy84nMvCUzP0y5OXkBsHxWdngEhtTXTucZG/74ntZmpfmUZzNQM2c6mX/NIy6/RnkazTeBvxh03cxck5mfysx/y8yHm+Fqyi+MPwD2Aj4wG/s9LEPuY1dzbAfKlydPA2e2WbdLOTbTc4mJ1ZvxWB3LLC66aaI63aHP/O2nLDfb7YydiPgd4IuUJy8cmZlrKzQ7cTPX6yu0Nde16et8zrP9KDfR/oTyeNAa5kOe1cyZeZd/TWFxDuURl98Clta4yTkzn2HDpX2dzL8Z9nHe5VhjKbANFW/kHrccG+BcopPHMouLbvphM+53L8TezbjfdXm12xkrEXEi5WlYt1AOBrVeSLamGY/TT7kz1aav8zLPGjO9kXs68yHP+uZMc23z7pSbJgd50MS8yr8mPt8A3gV8HXhPc8JWy/3NuMv517aPNfN1nEzcyN3qV9kBjEWODXgu0cljmcVFN03cNPWGqW+DjIgXUn4GXw98fyPtfL9Z7rBmvcntvIDy8+Tk7Y29iDiJ8uKalZSDwZqNrNLGIc24a39AemnT11r5OlYiYmvKT+TPAadXbHo+5NmVzfhNPea9nvJt6fUDPnmnb1vNY5IXA3fSgXhGxJaU590fC5wNLJuFJ4sd3IzHPl7TaNvHmvk6FpqXue1PuZF7ReXm53yOtTiX6OaxLOfAS0cc6g+0fCkZ5a2b+/RoZ+Ilep+bMr1TL9Fr+nRy06ebgJ02suwWTcz2nDL91b3WBXajPKkhgU+Ouq+V4tWqr/1i1sybdy/RoxQWCVxknj2vH0vY+Ev07qfFi6cof6T3AV45Zfp0L576B+bwS/RaxmwryjtUknJZyQsGaHOHJmYvmzL9IGDLHssfRXnLcAKHjjommxiv1n2cJl6t83UuDhuL2ZRlT2+W/fh8yzHanUt08lgWzYbVMRGxJyUxXwJcSHmE2UGUd1LcTvlQPjhp+QTIzJjSzsKmncWUqvhGykta3kK5/OLQzBz7xzNGxPsoN5w9C3yJ3tckrs7MM5vlFwGrgDszc9GkdpYDn6B8G78KeBTYE3gz5WBxMfAbmfn0bPRjmNr2tV/Mmnmt8rULIuIa4JcpfwQu6rPMIuZJnkXEW4G3Nv/cBXgj5Ru2a5ppD2Tm709Z/nzKicZ5wFrgGMrjGM8H3pmT/sBFxBJKvL6XmUumbPsgyvFti2bduyhP4joAuA44Oufgt8ptYhYRX6W8pfsB4G/ofVPnipz0LXNEHEd5KtlZmXncpOkrKAXuCsr9QgC/wIbn7J+cmZ/ehK7NipbxWkHLPvaL16RtD5yvc0Xbz2WzzvbAPZTP08/lNPdbdDDHWp1LNOt071g26grPYfYG4BWUD+29lKc13Em5sajXN55Z0qFnOzs1693ZtHMvcAaw66j7WDFWyydiMM2wYtLyi5ppq6e0cwTleubbgIcpL825H7ic8ozrGHVfK8asVV/7xWwm+TruA6VAT+BuYLNplps3eTbAZ/B5eUO5ZO5i4CHKpXP/CXysV0zZ8K3rij7b34/y7d4DlG8RbwdOARaMOjY1YkY5SdvYMW75lPaPa6afOWX68cC/AKuBx5p43UV56tTho45LpXi17mO/eM0kX+fKMMPP5Ueaed8YoP35lmM9j0FtcoMxOJb5y4UkSZKkKryhW5IkSVIVFheSJEmSqrC4kCRJklSFxYUkSZKkKiwuJEmSJFVhcSFJkiSpCosLSZIkSVVYXEiSJEmqwuJCkiRJUhUWF5IkSZKqsLiQJEmSVIXFhSRpLETEiojIUe+HJKk/iwtJ0lBFRLYcjhv1PkuSBrP5qHdAkjTvnNJj2onADsAXgYenzFvZjN8LbDOL+yVJ2kSR6S/MkqTRiojVwG7A7pm5erR7I0maKS+LkiSNhV73XETEkubSqeURcUBEXBoR6yLioYj4dkS8olluj4g4LyLuj4j1EXFVROzfZzvbRMQfRsTKiHg8Ih6LiBsi4t3D6KckjTOLC0lSFxwIXNP891eAG4G3AVdExD7Nv3cFzga+AxwBXB4R201uJCJ2BK4F/hx4FjgDOAt4MfD1iPj07HdFksaX91xIkrrg14ClmXnuxISIOB34LeB64HOZ+WeT5p0M/AlwPOU+jwmnAq8FTsrMz05afmvgAuCTEXF+Zq5EkvQ8/nIhSeqCaycXFo2zmvE64DNT5p3djH9xYkJELASWAjdNLiwAMvNJ4CQggPfU2mlJ6hp/uZAkdcFNPabd04xXZuazU+b9tBnvOmnagcBmQEbE8h7tbdGM953pTkpS11lcSJK6YF2Pac/0m5eZz0QEbCgYABY24wOboZ/tppknSfOal0VJklRMFCFfyMyYZjhypHspSXOYxYUkScWNwHPA4aPeEUkaVxYXkiQBmbkGOBc4ICJOjojnXTocEXtGxO7D3ztJGg/ecyFJ0ga/C+xNeUztsoi4FrgPeDnlRu4DgXcDq0a2h5I0h1lcSJLUyMxHIuII4IOUR86+HdiaUmDcAXwMuHx0eyhJc1tk5qj3QZIkSVIHeM+FJEmSpCosLiRJkiRVYXEhSZIkqQqLC0mSJElVWFxIkiRJqsLiQpIkSVIVFheSJEmSqrC4kCRJklSFxYUkSZKkKiwuJEmSJFVhcSFJkiSpCosLSZIkSVVYXEiSJEmqwuJCkiRJUhUWF5IkSZKqsLiQJEmSVIXFhSRJkqQq/heJY5r5C4g3ogAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 395
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(irregular_time_samples, errors_corr, marker='o')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Magnitude')\n",
    "plt.title('Red noise');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### PseudoPeriodic Signals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing TimeSampler\n",
    "time_sampler_pp = ts.TimeSampler(stop_time=20)\n",
    "# Sampling irregular time samples\n",
    "irregular_time_samples_pp = time_sampler_pp.sample_irregular_time(resolution=0.05, keep_percentage=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing Pseudoperiodic signal\n",
    "pseudo_periodic = ts.signals.PseudoPeriodic(frequency=2, freqSD=0.01, ampSD=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing TimeSeries class with the pseudoperiodic signal\n",
    "timeseries_pp = ts.TimeSeries(pseudo_periodic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sampling using the irregular time samples\n",
    "samples_pp, signals_pp, errors_pp = timeseries_pp.sample(irregular_time_samples_pp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 395
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the series\n",
    "plt.plot(irregular_time_samples_pp, samples_pp, marker='o')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Magnitude')\n",
    "plt.title('Pseudoperiodic signal');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### Gaussian Process signals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "gp = ts.signals.GaussianProcess(kernel='Matern', nu=3./2)\n",
    "gp_series = ts.TimeSeries(signal_generator=gp)\n",
    "samples = gp_series.sample(irregular_time_samples)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 386
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(irregular_time_samples, samples, marker='o', markersize=4)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Value')\n",
    "plt.title('Gaussian Process signal with Matern 3/2-kernel');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### CAR model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "car = ts.signals.CAR(ar_param=0.9, sigma=0.01)\n",
    "car_series = ts.TimeSeries(signal_generator=car)\n",
    "samples = car_series.sample(irregular_time_samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 408
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(irregular_time_samples, samples[0], marker='o', markersize=4)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Value')\n",
    "plt.title('Example Continuous Autoregressive process');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### AR model for regularly sampled timestamps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing TimeSampler\n",
    "time_sampler = ts.TimeSampler(stop_time=20)\n",
    "# Sampling regular time samples\n",
    "regular_time_samples = time_sampler.sample_regular_time(num_points=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing AR(2) model\n",
    "ar_p = ts.signals.AutoRegressive(ar_param=[1.5, -0.75])\n",
    "ar_p_series = ts.TimeSeries(signal_generator=ar_p)\n",
    "samples = ar_p_series.sample(regular_time_samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 386
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(regular_time_samples, samples[0], marker='o', markersize=4)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Value')\n",
    "plt.title('Autoregressive process - Second order');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### Mackey-Glass signals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing TimeSampler\n",
    "time_sampler = ts.TimeSampler(stop_time=1500)\n",
    "# Sampling irregular time samples\n",
    "irregular_time_samples = time_sampler.sample_irregular_time(num_points=1500, keep_percentage=75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "mg = ts.signals.MackeyGlass()\n",
    "noise = ts.noise.GaussianNoise(std=0.1)\n",
    "mg_series = ts.TimeSeries(signal_generator=mg, noise_generator=noise)\n",
    "mg_samples, mg_signals, mg_errors = mg_series.sample(irregular_time_samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 278,
       "width": 387
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(irregular_time_samples, mg_signals, marker='o', markersize=4)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Value')\n",
    "plt.title('Mackey-Glass differential equation with $\\\\tau=17$');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 278,
       "width": 387
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(irregular_time_samples, mg_samples, marker='o', markersize=4)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Value')\n",
    "plt.title('Mackey-Glass ($\\\\tau=17$) with noise ($\\\\sigma = 0.1$)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### NARMA series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: only regular sampled timestamps supported"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initializing TimeSampler\n",
    "time_sampler = ts.TimeSampler(stop_time=500)\n",
    "# Sampling irregular time samples\n",
    "times = time_sampler.sample_regular_time(resolution=1.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Take Samples\n",
    "narma_signal = ts.signals.NARMA(order=10)\n",
    "series = ts.TimeSeries(narma_signal)\n",
    "samples, _, _ = series.sample(times)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 387
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the series\n",
    "plt.plot(times, samples, marker='o', markersize=4)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Magnitude')\n",
    "plt.title('10th-order NARMA Series');"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
